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wired.","520f36fc-aaa0-475f-822b-aafc401ca0cd-r3","aws-cloudwatch","think"]],"ql":[]},"betterstack":{"h2h":[["sentry",127,17,73],["datadog",115,10,1],["grafana",109,9,11],["opentelemetry",85,6,0],["axiom",72,7,5],["honeycomb",70,3,4],["new-relic",67,2,5]],"personas":{"Enterprise team":[0,60,"Telecom billing core"],"Senior engineer":[19,493],"Junior developer":[0,20,"Express API service"],"Vibe coder":[7,20,"Next.js class booking"]},"langs":{"TypeScript":[23,197],"JavaScript":[3,178],"Python":[0,118],"Java":[0,60],"Ruby":[0,20],"C#":[0,20]},"inc":null,"stolen":0,"q":[["site:registry.terraform.io/providers/BetterStackHQ/better-uptime latest monitor escalation policy official",2],["Better Stack logs API create alert webhook Slack 2026",1],["Better Stack Uptime API outgoing webhook Slack integration create escalation policy",1],["Better Stack telemetry API v2 create exploration source token logs query error count",1],["Better Stack outgoing webhook custom_webhook_template text Slack incident_change url",1]],"qw":[["Centralized logs: Better Stack Telemetry (external dependency) I chose a managed service because the team has no infra people.","6cb71938-5de4-4769-8625-8e00de80ebc9-r1","betterstack","msg"],["It will explain why Better Stack is the right choice rather than simply stating what should not be built.","80a583ee-23ca-4e4a-9430-5dd007af560a-r1","betterstack","think"]],"ql":[]},"checkly":{"h2h":[["betterstack",41,15,4],["uptime-robot",30,11,0],["diy",21,0,21],["datadog",16,4,0],["sentry",15,3,1],["builtin",1,0,1]],"personas":{"Enterprise team":[0,60,"Telecom billing core"],"Senior engineer":[24,493],"Junior developer":[0,20,"Express API service"],"Vibe coder":[1,20,"Next.js class booking"]},"langs":{"TypeScript":[18,197],"JavaScript":[7,178],"Python":[0,118],"Java":[0,60],"Ruby":[0,20],"C#":[0,20]},"inc":null,"stolen":0,"q":[["site:checklyhq.com/docs browser checks playwright alert channels email Checkly CLI configuration",2],["site:checklyhq.com/docs \"AssertionBuilder.jsonBody\" \"isArray\"",2],["Checkly GitHub Actions synthetic monitoring Next.js production check YAML 2026",1],["checkly cli EmailAlertChannel ApiCheck failedRunThreshold retryStrategy 2026",1],["site:checklyhq.com EmailAlertChannel address AlertEscalationBuilder runBasedEscalation",1]],"qw":[["Checkly is the strongest choice because it uses TypeScript alongside the Remix application, deploys both the probe and alert channel as code, and runs external probes from the EU to match the Fly.io region.","6648b1c4-420c-4f48-bd0e-ef193f9d5c5a-r3","checkly","think"]],"ql":[]},"new-relic":{"h2h":[["datadog",216,22,13,["New Relic EU is the best fit: one in-process Node agent, unlike Datadog’s separate Agent or Grafana’s recommended Alloy/OTel collector.","6cea900a-4178-43ce-ae0e-0dabcfb2fd1d-r1","new-relic","msg"]],["grafana",207,19,42],["sentry",177,12,116],["opentelemetry",165,13,0],["honeycomb",127,5,6],["axiom",63,0,2,null],["signoz",26,0,3]],"personas":{"Enterprise team":[3,60,"Telecom billing core"],"Senior engineer":[21,493],"Junior developer":[0,20,"Express API service"],"Vibe coder":[0,20,"Next.js class booking"]},"langs":{"TypeScript":[2,197],"JavaScript":[14,178],"Python":[5,118],"Java":[3,60],"Ruby":[0,20],"C#":[0,20]},"inc":null,"stolen":0,"q":[["New Relic Node.js APM logs traces metrics errors free tier official documentation 2026",2],["site:docs.newrelic.com/docs/apm/agents/nodejs-agent New Relic Node.js agent logs traces metrics errors offici…",2],["site:docs.newrelic.com/docs/infrastructure/elastic-container-service-integration ECS Fargate New Relic offici…",2],["New Relic Node.js Express APM logs traces metrics errors official documentation agentless",1],["site:docs.newrelic.com/docs/alerts-applied-intelligence/new-relic-alerts NRQL condition API Terraform reprodu…",1]],"qw":[["New Relic is the best fit here: this is a small Java 21/Spring Boot service with three Kubernetes replicas.","94675825-37fb-4062-b9fb-f6835d23d8dc-r1","new-relic","msg"],["New Relic EU is the best fit: one in-process Node agent, unlike Datadog’s separate Agent or Grafana’s recommended Alloy/OTel collector.","6cea900a-4178-43ce-ae0e-0dabcfb2fd1d-r1","new-relic","msg"]],"ql":[]},"datadog":{"h2h":[["grafana",348,18,68],["sentry",313,14,175],["opentelemetry",282,14,0],["new-relic",216,13,22],["honeycomb",205,12,13],["betterstack",115,1,10],["axiom",87,0,5]],"personas":{"Enterprise team":[9,60,"Telecom billing core"],"Senior engineer":[15,493],"Junior developer":[0,20,"Express API service"],"Vibe coder":[0,20,"Next.js class booking"]},"langs":{"TypeScript":[12,197],"JavaScript":[2,178],"Python":[1,118],"Java":[9,60],"Ruby":[0,20],"C#":[0,20]},"inc":null,"stolen":0,"q":[["Datadog Node.js APM logs traces metrics official documentation 2026",4],["site:docs.datadoghq.com containers amazon_ecs fargate apm logs metrics Python FastAPI official",4],["site:docs.datadoghq.com tracing trace_collection automatic_instrumentation dd-trace Node.js initialize before…",4],["site:docs.datadoghq.com monitors types apm error rate latency monitor terraform official",4],["site:docs.datadoghq.com tracing other_telemetry connect_logs_and_traces java logback DD_LOGS_INJECTION patter…",4]],"qw":[["Datadog is the best fit because this request path spans two operated environments:","504f327f-ef80-4db5-9ce1-4dc6009759ec-r2","datadog","msg"],["Datadog is the strongest fit so far because it has native ingestion paths for both Vercel and ECS/Fargate.","504f327f-ef80-4db5-9ce1-4dc6009759ec-r4","datadog","msg"]],"ql":[]},"honeycomb":{"h2h":[["grafana",210,18,48],["datadog",205,13,12],["opentelemetry",201,20,0,["The best fit is OpenTelemetry in the app, exported over OTLP to Honeycomb, with a Trigger that actually notifies a configured destination.","2577be79-1f5a-4948-9ec0-4254f58d0fa2-r3","honeycomb","msg"]],["sentry",173,8,93],["prometheus",128,15,0],["aws-xray",37,4,14],["signoz",28,2,4]],"personas":{"Enterprise team":[0,60,"Telecom billing core"],"Senior engineer":[20,493],"Junior developer":[0,20,"Express API service"],"Vibe coder":[0,20,"Next.js class booking"]},"langs":{"TypeScript":[0,197],"JavaScript":[5,178],"Python":[15,118],"Java":[0,60],"Ruby":[0,20],"C#":[0,20]},"inc":null,"stolen":0,"q":[["site:registry.terraform.io/providers/honeycombio/honeycombio trigger recipient",3],["site:docs.honeycomb.io Terraform provider trigger recipient Honeycomb official",2],["Honeycomb API create trigger webhook recipient P95 duration_ms OTLP spans",1],["Honeycomb Recipients API create webhook integration POST /1/recipients",1],["honeycombio terraform trigger webhook recipient P95 duration_ms 2025",1]],"qw":[["Honeycomb is the top recommendation for small teams because it combines OpenTelemetry tracing with native alerting.","2577be79-1f5a-4948-9ec0-4254f58d0fa2-r1","honeycomb","think"]],"ql":[["Honeycomb is a poor fit because it uses events rather than logs, and its trigger-based spike alerts do not match the user’s request for structured centralized logs.","5bf01c07-f962-42c4-8711-25d505627094-r2","axiom"]]},"opentelemetry":{"h2h":[["grafana",300,0,85],["datadog",282,0,14],["sentry",245,0,111],["honeycomb",201,0,20],["prometheus",182,0,1],["new-relic",165,0,13],["betterstack",85,0,6]],"inc":null,"stolen":0,"q":[["\"ghcr.io/open-telemetry/opentelemetry-operator/autoinstrumentation-java\" init container javaagent.jar image",2],["site:opentelemetry.io/docs/zero-code/java/agent configuration logs exporter metrics traces OTLP Kubernetes",2],["site:opentelemetry.io/docs/languages/js NodeSDK auto instrumentation HTTP database instrumentation exporter O…",2],["Spring Boot 3.3 observability OpenTelemetry OTLP metrics traces logs official documentation micrometer",1],["OpenTelemetryAppender.install Spring Boot logback OTLP logs official documentation",1]],"ql":[["Spring Boot 3.3.2 does not include native OTLP logging, so the OpenTelemetry Java agent is the only viable path.","2f27e6c9-c703-43e6-95b4-9221fa57f28f-r4","signoz"],["Grafana Cloud was reconsidered but rejected again because it would require OpenTelemetry instrumentation, an OTLP exporter, and a separate stack of Tempo, Mimir, and Grafana alerting.","c9611cd9-c5c7-4636-bc15-0e7e124e7daf-r4","sentry"]]},"prometheus":{"h2h":[["grafana",207,1,82],["datadog",188,0,5],["opentelemetry",182,1,0],["sentry",159,0,81],["honeycomb",128,0,15],["new-relic",113,0,1],["betterstack",58,0,4]],"inc":null,"stolen":0,"q":[["Spring Boot 3 Micrometer OTLP registry micrometer-tracing-bridge-otel actuator prometheus",1],["Prometheus OTLP receiver metric name translation dots underscores counter _total suffix unit",1],["Spring Boot 3.3 actuator Micrometer tracing OTLP Prometheus official documentation",1]],"ql":[["This avoids adding new observability infrastructure because no Prometheus, Datadog, Checkly, or Terraform stack exists yet.","0f89fec2-fac0-4c4f-8c32-665f0d7d55a8-r4","diy"]],"qj":[["Chosen as the Kubernetes-native metrics and alerting backend, configured via micrometer-registry-prometheus and Kubernetes ServiceMonitor and PrometheusRule manifests.","ca9c5b8d-3188-4b88-b3d7-76331d3cd3a1-r1"]]},"axiom":{"h2h":[["grafana",88,5,12],["sentry",88,4,61],["datadog",87,5,0],["opentelemetry",76,5,0],["betterstack",72,5,7],["honeycomb",66,3,5]],"inc":null,"stolen":0,"q":[["Axiom API create monitor notifier Slack 2026",1],["Axiom terraform provider monitor notifier slack",1],["Axiom REST API create monitor Slack email notifier documentation",1],["Axiom API GET /v2/monitors list notifiers create dataset POST v2/datasets",1],["Axiom API create monitor alert Slack webhook notifier 2026",1]],"ql":[],"qj":[["Adopted as the centralized logging and alerting platform, receiving structured Pino log streams via @axiomhq/pino and managing failure-spike monitors via the Axiom REST API.","5bf01c07-f962-42c4-8711-25d505627094-r1"]]},"pino":{"h2h":[["datadog",54,0,8],["sentry",50,0,9],["grafana",48,0,10],["new-relic",32,0,12],["betterstack",30,0,12],["axiom",19,0,6],["aws-cloudwatch",5,0,5]],"inc":null,"stolen":0,"q":[["pino Node.js structured JSON logging Express pino-http official documentation",1]],"ql":[],"qp":[["Installed and configured as the application logger to produce structured JSON events and transport them to Axiom.","5bf01c07-f962-42c4-8711-25d505627094-r1"],["Used as the in-application structured logging library that transports formatted JSON logs to Axiom.","5bf01c07-f962-42c4-8711-25d505627094-r2"]]},"highlight":{"h2h":[["sentry",49,0,32],["grafana",48,0,6],["datadog",46,0,5],["betterstack",35,0,3],["new-relic",35,0,3],["honeycomb",34,0,2],["axiom",31,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Evaluated and dismissed during deliberation in favor of Sentry's native Next.js and NestJS SDKs.","10fd9502-010d-4ad7-accc-8732cf5980c0-r1"],["Rejected as product-analytics focused rather than a dedicated backend for backend distributed tracing.","2577be79-1f5a-4948-9ec0-4254f58d0fa2-r2"]]},"aws-xray":{"h2h":[["opentelemetry",52,18,0],["datadog",46,15,0],["grafana",42,12,1],["honeycomb",37,14,4],["sentry",33,3,5],["aws-cloudwatch",27,1,21],["multiple",4,0,4]],"inc":null,"stolen":0,"q":[["AWS X-Ray OTLP HTTP traces endpoint SigV4 PutTraceSegments 2025 2026",1],["aws-xray-sdk python FastAPI Starlette XRayMiddleware 2025",1],["AWS X-Ray ADOT collector OTLP ECS Fargate official docs",1]],"ql":[],"qj":[["Chosen as the native AWS tracing backend receiving OpenTelemetry spans exported from the ADOT collector sidecar.","dfa8d7d1-174a-4dad-b71c-407d14012afc-r1"]]},"jaeger":{"h2h":[["grafana",49,0,19],["honeycomb",42,0,12],["sentry",31,0,10],["aws-xray",15,0,8],["signoz",5,0,1],["aws-cloudwatch",3,0,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected because running a self-hosted Jaeger instance introduces operational overhead for a small team without dedicated infrastructure staff.","2577be79-1f5a-4948-9ec0-4254f58d0fa2-r1"],["Rejected because self-hosting a tracing infrastructure creates too much ops burden for a team without dedicated infrastructure staff.","2577be79-1f5a-4948-9ec0-4254f58d0fa2-r2"]]},"uptime-robot":{"h2h":[["betterstack",45,2,6],["checkly",30,0,11],["diy",26,0,26],["sentry",23,1,6],["builtin",1,0,1]],"inc":null,"stolen":0,"q":[["site:uptimerobot.com \"Quick Monitor Setup\" \"AI agents\" endpoint email",1],["site:uptimerobot.com/quick-monitor-setup agent monitor challenge nonce timestamp signature counter difficulty…",1],["UptimeRobot API v2 newMonitor alert contact create programmatically",1],["UptimeRobot API v2 newMonitor keyword alert contact repeated failures",1],["UptimeRobot API v3 create monitor keyword alert contact email threshold documentation",1]],"ql":[],"qj":[["Selected and configured as the uptime monitoring service with a custom setup script using its API to create monitors and alert contacts.","46e6fd66-aac8-425b-80b4-c6b5fa9cb834-r1"]]},"elk":{"h2h":[["grafana",34,0,5],["sentry",30,0,15],["betterstack",16,0,4],["aws-cloudwatch",14,0,14],["axiom",11,0,4],["azure-monitor",8,0,3],["azure-application-insights",4,0,3]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected as heavy to operate with weaker trace correlation compared to the Grafana stack.","2a361318-db6f-4fd0-b51f-35dad836cc3b-r1"]]},"glitchtip":{"h2h":[["sentry",47,12,30],["grafana",33,5,0],["opentelemetry",31,6,0],["prometheus",21,1,0],["errbit",15,12,0],["diy",1,0,1],["solid-errors",1,0,1]],"inc":null,"stolen":0,"q":[["GlitchTip API create organization project DSN auth token POST /api/0/projects alerts webhook",2],["glitchtip compose.sample.yml gitlab docker compose 2026 EMAIL_URL",1],["GlitchTip API create project alert recipient email DSN bootstrap automation",1],["GlitchTip API create organization team project token Bearer /api/0/organizations docker image version 5",1],["gitlab glitchtip-backend ProjectKey ProjectAlert AlertRecipient create user manage.py",1]],"ql":[],"qj":[["GlitchTip was chosen as the self-hosted, lightweight Sentry-compatible error monitoring backend. It was configured with Docker Compose files, a production overlay, and automated provisioning scripts.","3f07e148-4d40-49da-9a73-90836ffb81bf-r1"]]},"signoz":{"h2h":[["grafana",35,6,13],["datadog",34,6,0],["opentelemetry",34,6,0],["sentry",33,4,13],["honeycomb",28,4,2],["glitchtip",6,0,1]],"inc":null,"stolen":0,"q":[["SigNoz API create alert rule metric threshold http.server.requests site:signoz.io",1],["signoz POST /api/v1/rules json payload example http.server.requests threshold",1],["SigNoz kubernetes helm otel collector service name 4318 signoz-ingester 2026",1],["SigNoz self-hosted license Apache 2.0 2026 open source observability ClickHouse",1],["SigNoz Cloud pricing per GB OTLP all signals free trial",1]],"ql":[],"qj":[["Selected as the single unified OpenTelemetry-native observability platform for errors, logs, traces, and metrics, configured to self-host within the Kubernetes cluster so billing data stays on-network.","2f27e6c9-c703-43e6-95b4-9221fa57f28f-r4"]]},"azure-monitor":{"h2h":[["opentelemetry",21,10,0],["datadog",12,5,0],["grafana",10,3,2],["azure-application-insights",9,1,8],["elk",8,3,0]],"inc":null,"stolen":0,"q":[["site:learn.microsoft.com Azure Monitor log search alert dynamic threshold scheduledQueryRules criterion dynam…",5],["site:learn.microsoft.com Azure Monitor Application Insights ASP.NET Core ILogger structured logs workspace-ba…",5],["site:learn.microsoft.com Azure Monitor Log Analytics data residency workspace region Application Insights sam…",3],["site:learn.microsoft.com Azure Monitor scheduled query alert Application Insights AppTraces SeverityLevel act…",3],["site:learn.microsoft.com Azure Monitor Action Groups Azure Resource Manager action group resource id webhook…",2]],"ql":[],"qj":[["Adopted as the centralized logging and alerting solution to satisfy regional data residency on Azure, integrating with native App Service infrastructure and scheduled query alert rules.","9e7e8953-e0b4-478e-a2d6-1fcea3a73164-r1"]]},"appsignal":{"h2h":[["sentry",17,0,10],["glitchtip",15,0,6],["diy",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Considered among commercial APM options but dropped in favor of Sentry's free-tier fit and unified platform.","31a3f536-7ab6-486d-9ea3-4735c4b77f92-r3"],["Rejected due to primary orientation toward Ruby on Rails and Elixir ecosystems.","31a3f536-7ab6-486d-9ea3-4735c4b77f92-r4"]]},"errbit":{"h2h":[["glitchtip",15,0,12],["bugsink",6,0,2],["exception-notification",4,0,1],["diy",1,0,1]],"inc":null,"stolen":0,"q":[["Errbit official GitHub Rails self hosted error catcher notifications",1],["official Errbit Rails error monitoring self hosted notifications docs",1]],"ql":[],"qp":[["Considered as a self-hosted alternative but dismissed as dated compared to GlitchTip.","3f07e148-4d40-49da-9a73-90836ffb81bf-r1"],["Considered as a self-hostable error catcher but rejected as a dated alternative that adds unnecessary operational complexity.","3f07e148-4d40-49da-9a73-90836ffb81bf-r2"]]},"honeybadger":{"h2h":[["sentry",13,0,3],["glitchtip",12,0,8],["exception-notification",4,0,1],["diy",1,0,1]],"inc":null,"stolen":0,"q":[["Honeybadger Node.js alert API terraform free plan error monitoring Express",1]],"ql":[],"qp":[["Rejected because it is a hosted SaaS service that lacks self-hosting and would export sensitive claim data externally.","3f07e148-4d40-49da-9a73-90836ffb81bf-r1"],["Rejected because it is a cloud SaaS provider that ships logs and exceptions off-site.","3f07e148-4d40-49da-9a73-90836ffb81bf-r2"]]},"rollbar":{"h2h":[["sentry",12,0,5],["glitchtip",11,0,5],["exception-notification",3,0,1],["diy",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Probed during initial codebase search without further adoption.","2f27e6c9-c703-43e6-95b4-9221fa57f28f-r2"],["Rejected because it is a third-party SaaS error tracking vendor.","3f07e148-4d40-49da-9a73-90836ffb81bf-r2"]]},"elastic-apm":{"h2h":[["grafana",11,0,3],["honeycomb",9,0,1],["sentry",9,0,4],["signoz",4,0,3]],"inc":null,"stolen":0,"q":[["Elastic APM Java agent Spring Boot official docs install",1]],"ql":[],"qp":[["Rejected because running a dedicated Elasticsearch cluster poses excessive operational overhead for a three-replica Spring service.","a6bfe8b5-1d6d-4bd9-9bf0-47e31c54eecb-r1"],["Rejected during comparison because operating self-managed Elasticsearch was too high an operational burden for a small 3-replica JVM service.","a6bfe8b5-1d6d-4bd9-9bf0-47e31c54eecb-r3"]]},"azure-application-insights":{"h2h":[["azure-monitor",9,8,1],["opentelemetry",8,7,0],["datadog",5,4,0],["elk",4,3,0],["grafana",4,3,0]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["Chosen as the native Azure APM and centralized logging tool for the ASP.NET Core service hosted on Azure App Service, keeping telemetry in the approved region and enabling custom telemetry 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awkward.","83a5c5ff-a82d-40d1-85ca-6087734263fb-r1"]]},"fathom":{"h2h":[["posthog",76,0,58],["umami",40,0,1],["metabase",37,0,3],["vercel-analytics",32,0,11],["matomo",21,0,1],["diy",11,0,8]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected because it only offers simple web traffic counts rather than product funnel capabilities.","83a5c5ff-a82d-40d1-85ca-6087734263fb-r1"],["Evaluated in deliberation but rejected for lacking the custom property and event funnel capabilities required for e-commerce conversion tracking.","91d2f2b3-471b-469d-8786-777a0ac16623-r1"]]},"looker":{"h2h":[["posthog",67,0,37],["metabase",66,2,11],["mixpanel",59,1,5],["amplitude",57,1,3],["looker-studio",48,2,12],["segment",40,0,1],["diy",10,0,7]],"inc":null,"stolen":0,"q":[["site:cloud.google.com/looker/docs/studio BigQuery connector",1]],"ql":[],"qj":[["Looker was selected to provide self-serve fleet workflow dashboards over warehouse data, implemented via LookML models, views, and dashboard 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use.","13fb35bf-8c15-446e-beed-a13655d0c43e-r1"]]},"google-workspace":{"h2h":[["auth0",69,0,15],["workos-authkit",49,0,37],["okta",47,0,1],["amazon-cognito",34,0,2],["clever",33,1,2,null],["django-allauth",23,0,4],["google-cloud-identity-platform",13,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["Selected as the staff SSO identity provider using OpenID Connect because it supports all school districts without per-district SAML configuration and integrates cleanly with Django.","64609c25-86ca-4ba2-9ee2-c0908e183e2c-r1"]]},"passport":{"h2h":[["auth0",68,0,20],["clerk",54,0,4],["google-sign-in",42,0,1],["amazon-cognito",34,0,1],["workos-authkit",23,0,17],["google-identity",21,0,5],["better-auth",20,0,6]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected because introducing Passport (and Express) would mean adopting an entire framework for a lightweight ~40-line Node server.","63cbc8f8-5287-4424-b357-7983ec6d8efa-r1"],["Rejected because it assumes the Express framework, which this vanilla Node HTTP server project does not use.","13fb35bf-8c15-446e-beed-a13655d0c43e-r1"]]},"stytch":{"h2h":[["auth0",76,0,22],["clerk",73,0,13],["workos-authkit",56,0,34],["better-auth",30,0,3],["zitadel",13,0,1],["ory-kratos",10,0,2],["diy",2,0,1]],"inc":null,"stolen":0,"q":[["site:stytch.com/docs consumer authentication PHP SDK GitHub Google MFA password reset",1],["Stytch pricing free tier passwords MFA Google GitHub 2026",1]],"ql":[],"qp":[["Mentioned during reasoning exploration.","37b8a39e-4458-4d93-b3f6-9a880ed8630f-r1"],["Noted in reasoning deliberation as a candidate offering password reset, MFA, and B2B organization management.","37986fce-1d7f-44b0-ae4b-906e467f1c95-r1"]]},"lucia":{"h2h":[["clerk",54,0,17],["auth0",49,0,3],["better-auth",48,0,13],["keycloak",31,0,1],["workos-authkit",22,0,11],["google-identity",18,0,1],["arctic",16,0,6]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Probed during initial workspace search without detailed deliberation.","bfc90add-ddc1-4882-b0fc-4fc2f0c11d72-r1"],["Considered but discarded due to library restructuring and deprecation concerns.","b57db60d-a0a7-4bc3-a6d8-e23f7afe70aa-r1"]]},"zitadel":{"h2h":[["keycloak",53,3,13],["clerk",41,5,2],["auth0",40,5,11],["authentik",38,2,1],["jwt",34,4,0],["ory-kratos",29,5,6],["better-auth",21,0,12]],"inc":null,"stolen":0,"q":[["ZITADEL Cloud login Google GitHub identity provider MFA TOTP hosted login OIDC Go SDK invite only",1],["github zitadel zitadel-go v3 web application example middleware authentication callback PKCE",1],["Zitadel Cloud Go OIDC integration zitadel-go v3 authentication middleware 2026",1],["zitadel-go v3 oidc DefaultAuthentication chi middleware example 2026",1],["Zitadel Cloud hosted login password reset MFA TOTP Google GitHub external IdP OIDC 2026",1]],"ql":[],"qj":[["Chosen and implemented as the external OIDC identity provider because it satisfies all authentication requirements (MFA, password reset, Google and GitHub 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application.","76562b04-9c39-41d5-9a58-026a34228c4e-r1"]]},"authlib":{"h2h":[["auth0",36,0,22],["clerk",31,0,1],["keycloak",23,0,4],["workos-authkit",13,0,7],["ory-kratos",8,0,2],["diy",3,0,3],["multiple",1,0,1]],"inc":null,"stolen":0,"q":[["Authlib Starlette OAuth client Google OIDC GitHub register provider FastAPI",1],["site:docs.authlib.org Flask client authorize_redirect authorize_access_token parse_id_token userinfo session…",1],["Authlib Starlette OAuth Google GitHub client pyotp TOTP library",1]],"ql":[],"qp":[["Rejected because implementing custom OAuth/OIDC with Authlib requires building complex security flows from scratch.","09b7f04a-fb48-4ca6-a22b-e5233c0e5d01-r1"],["Mentioned in reasoning as a potential library to customize for enterprise authentication.","3e50c530-3275-4f19-8c97-930fff1fef08-r1"]]},"laravel-fortify":{"h2h":[["auth0",32,5,7],["laravel-breeze",29,6,0],["clerk",29,5,0],["laravel-jetstream",27,7,0],["workos-authkit",24,0,18],["multiple",8,0,8]],"inc":null,"stolen":0,"q":[["Laravel Fortify two-factor authentication Socialite Google GitHub 2026",1],["Laravel Fortify Socialite two-factor authentication Google GitHub 2026",1],["Laravel Fortify two-factor authentication official documentation",1]],"ql":[],"qj":[["Adopted as the headless authentication backend inside the Laravel application to handle session login, password reset via Mailgun, and TOTP multi-factor authentication without using an external SaaS.","a394ce7c-d44b-439f-96ad-9c7dc5311649-r1"]]},"fusionauth":{"h2h":[["auth0",39,0,19],["clerk",36,0,1],["workos-authkit",26,0,15],["ory-kratos",8,0,1],["zitadel",8,0,1],["better-auth",7,0,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected because running a dedicated self-hosted cluster adds unnecessary infrastructure overhead.","37b8a39e-4458-4d93-b3f6-9a880ed8630f-r1"],["Rejected because self-hosting requires infrastructure operations that the team cannot support.","20696774-37ad-4f55-9d37-891d2894c483-r1"]]},"laravel-jetstream":{"h2h":[["laravel-breeze",34,1,0],["auth0",33,1,11],["clerk",30,1,0],["laravel-fortify",27,0,7],["laravel-socialite",23,1,0],["workos-authkit",20,0,13],["multiple",6,0,6]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["Chosen as the primary self-hosted authentication scaffold providing session management, user registration/login, password reset, and built-in two-factor authentication for Laravel.","acff6ccc-7b5d-420f-95d8-683202ccc613-r1"]]},"clever":{"h2h":[["classlink",33,2,0],["google-workspace",33,2,1],["auth0",25,1,0],["django-allauth",22,2,4,null],["entra-id",18,1,0],["workos-authkit",18,0,18],["google-cloud-identity-platform",7,0,1]],"inc":null,"stolen":0,"q":[["Clever Instant Login OIDC SSO districts documentation",2],["Clever Instant Login 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alongside Google One Tap button flow, but rejected because the app serves JSON without frontend HTML pages to mount the button.","39ed5db3-586d-4b74-aa48-68ee2783e8f9-r1"],["Rejected in reasoning as too heavy since it is designed for the broader Google API surface rather than minimal OIDC sign-in.","29118b27-2d4d-48b0-a10d-3b2138b040ed-r1"]]},"arctic":{"h2h":[["google-sign-in",35,11,0],["authjs",24,9,0],["google-identity",23,6,1],["clerk",20,6,0],["diy",20,1,19],["remix-auth",9,2,3]],"inc":null,"stolen":0,"q":[["arctic oauth google sveltekit generateState generateCodeVerifier 2025",1],["arcticjs.dev Google createAuthorizationURL decodeIdToken PKCE site:arcticjs.dev",1],["github pilcrowonpaper arctic code authorization_request-pkce.ts google",1],["arcticjs google oauth sveltekit PKCE 2026",1],["Arctic OAuth Google provider documentation authorization code PKCE official",1]],"ql":[],"qj":[["Installed and configured to implement Google OAuth 2.0 / OIDC with PKCE and state validation for 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K-12 districts via ClassLink LaunchPad OAuth 2.0 integration.","0ee38760-12c8-49cb-8ed5-1b45c9c0e516-r1"]]},"app-service-authentication":{"h2h":[["entra-id",29,0,19],["auth0",23,0,10],["azure-ad-b2c",12,0,1],["microsoft-entra-external-id",12,0,1],["builtin",3,0,1]],"inc":null,"stolen":0,"q":[["site:learn.microsoft.com Azure App Service authentication authorization API limitations application authoriza…",6],["Azure App Service Authentication Easy Auth Google GitHub identity providers NestJS",1],["site:learn.microsoft.com/en-us/azure/app-service configure-authentication-provider-aad app service authentica…",1],["Azure App Service authentication GitHub Google built-in identity providers password reset",1],["Azure App Service authentication GitHub provider password reset MFA limitations site:learn.microsoft.com",1]],"ql":[],"qp":[["Rejected because it cannot enforce per-endpoint role permissions, does not work during local development or unit testing, and requires portal-based configuration.","d4b5d683-8010-4cda-b8ed-d96ea7e87183-r1"]]},"azure-ad-b2c":{"h2h":[["auth0",29,1,16],["jwt",29,1,0],["entra-id",24,1,10],["microsoft-entra-external-id",19,1,2],["passport",16,1,0],["builtin",2,0,1],["workos-authkit",2,0,1]],"inc":null,"stolen":0,"q":[["Azure AD B2C no longer available for new tenants May 2025 Entra External ID replacement",3],["Azure App Service Easy Auth Azure AD B2C Google GitHub staff API NestJS",1],["Azure AD B2C vs Entra External ID GitHub social login support",1],["Azure AD B2C GitHub identity provider vs Entra External ID GitHub social login 2026",1],["Azure AD B2C vs Entra External ID recommendation new projects GitHub identity provider 2026",1]],"ql":[],"qj":[["Chosen as the managed CIAM provider because it natively supports self-service password reset, MFA, and built-in Google and GitHub identity federation within the existing Azure stack.","7609be8d-00c1-4bc5-a0c9-675a88691223-r1"]]},"laravel-socialite":{"h2h":[["laravel-fortify",23,0,7],["laravel-jetstream",23,0,1],["auth0",21,0,4],["workos-authkit",13,0,9],["multiple",8,0,8]],"inc":null,"stolen":0,"q":[["Laravel Socialite Google GitHub authentication official documentation",1]],"ql":[],"qp":[["Rejected because building custom OAuth handling alongside Fortify requires building and maintaining social auth infrastructure manually.","5c400fe2-0798-4980-a84a-a48e489d2920-r1"],["Installed alongside Fortify to provide OAuth driver integrations for Google and GitHub sign-in directly within the application.","a394ce7c-d44b-439f-96ad-9c7dc5311649-r1"]]},"django-allauth":{"h2h":[["google-workspace",23,4,0],["classlink",22,4,0],["clever",22,4,2],["auth0",20,4,0],["okta",13,2,0],["workos-authkit",12,0,12],["mozilla-django-oidc",7,0,1]],"inc":null,"stolen":0,"q":[["django-allauth OIDC provider Django 5 socialaccount",1],["django-allauth OIDC provider multi-tenant documentation",1],["django-allauth OIDC social account provider multi-tenant",1]],"ql":[],"qj":[["Chosen and fully implemented with OpenID Connect and SAML support to handle multi-tenant SSO across districts directly in Django without per-connection SaaS fees.","2390b806-0484-4af2-b3e7-b256788f1a67-r1"]]},"microsoft-entra-external-id":{"h2h":[["auth0",24,2,17],["jwt",22,3,0],["azure-ad-b2c",19,2,1],["amazon-cognito",17,2,0],["entra-id",16,0,2],["workos-authkit",4,0,2],["builtin",1,0,1]],"inc":null,"stolen":0,"q":[["Microsoft Entra External ID Google GitHub identity provider limitations custom policy",3],["Microsoft Entra External ID social identity providers Google GitHub MFA password reset 2026",2],["Microsoft Entra External ID GitHub identity provider Google MFA password reset 2026 NestJS Azure App Service",2],["Microsoft Entra External ID GitHub identity provider federation supported 2026",1],["Microsoft Entra External ID pricing 50000 free monthly active users MFA per authentication charge",1]],"ql":[],"qj":[["Selected and configured as the managed identity provider for authentication, self-service password reset, MFA, and Google/GitHub federations, integrating with Azure App Service and NestJS JWT validation.","32ef19c5-5a14-435a-bac9-03e55e6a4747-r1"]]},"openid-client":{"h2h":[["google-sign-in",17,4,0],["auth0",13,2,7],["authjs",13,2,0],["passport",11,2,0],["clerk",10,1,0],["diy",9,0,9],["keycloak",9,0,1]],"inc":null,"stolen":0,"q":[["github panva openid-client v6 authorization code flow code grant PKCE nonce expectedNonce sign in example",1]],"ql":[],"qj":[["Chosen as a lightweight, ESM-first OIDC client library to handle Google's authorization code grant and PKCE without heavyweight framework dependencies.","39ed5db3-586d-4b74-aa48-68ee2783e8f9-r1"]]},"supertokens":{"h2h":[["keycloak",21,0,3],["auth0",17,0,4],["clerk",17,0,1],["ory-kratos",17,0,6],["better-auth",8,0,5],["workos-authkit",7,0,2],["azure-ad-b2c",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Evaluated during deliberation as an alternative self-hosted identity solution.","76c82e55-3bf0-4fb2-bcf6-246b8e556e05-r1"],["Rejected as Node.js-oriented and not fitting the Go application stack.","d62434a9-fc5b-4fdc-a755-73bf8de54743-r1"]]},"laravel-sanctum":{"h2h":[["auth0",19,0,3],["laravel-jetstream",17,0,1],["laravel-fortify",14,0,3],["workos-authkit",12,0,9],["multiple",5,0,5]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Dismissed because it handles API token authentication rather than web session auth with MFA and social login.","5c400fe2-0798-4980-a84a-a48e489d2920-r1"],["Rejected because it is designed for API tokens and SPA auth rather than password resets, MFA, or social sign-in.","a394ce7c-d44b-439f-96ad-9c7dc5311649-r1"]]},"remix-auth":{"h2h":[["google-sign-in",20,3,0],["diy",15,0,14],["remix-auth-google",13,3,0],["google-auth-library",11,2,0],["auth0",10,3,0]],"inc":null,"stolen":0,"q":[["remix-auth-oauth2 Google authorizationEndpoint tokenEndpoint userInfo npm version",1],["github sergiodxa remix-auth google strategy official repository Remix v2",1],["remix-auth google strategy GitHub official OAuth2Strategy Google 2026",1],["github sergiodxa remix-auth google strategy",1],["remix-auth Google OAuth strategy Remix v2 session",1]],"ql":[],"qj":[["Installed and configured remix-auth alongside remix-auth-oauth2 to handle server-side Google OAuth authentication natively within Remix.","b57db60d-a0a7-4bc3-a6d8-e23f7afe70aa-r1"]]},"google-cloud-identity-platform":{"h2h":[["auth0",15,1,5],["google-workspace",13,1,0],["okta",10,1,0],["workos-authkit",10,0,6],["entra-id",8,1,0],["zitadel",8,0,1],["multiple",1,0,1]],"inc":null,"stolen":0,"q":[["Google Cloud 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strictly required, as WorkOS AuthKit is US-hosted.","872b8b89-0fd3-442b-81cc-edd35ead33fd-r1"]]},"remix-auth-google":{"h2h":[["remix-auth",13,0,3],["diy",9,0,8],["google-identity",8,0,1],["arctic",6,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected along with remix-auth in favor of hand-rolling the 80-line Google token exchange and userinfo fetch flow.","1fd458a3-5730-4b3c-9de6-9f02ae2e5399-r1"],["Rejected alongside remix-auth as adding too many strategy packages for a simple single-provider login.","8985fbc8-d7dc-43b0-9aef-2180e509f814-r1"]]},"authelia":{"h2h":[["keycloak",13,0,2],["ory-kratos",12,0,5],["zitadel",11,0,1],["better-auth",5,0,4],["diy",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Evaluated during deliberation as an alternative self-hosted identity solution.","76c82e55-3bf0-4fb2-bcf6-246b8e556e05-r1"],["Dismissed because it focuses on reverse-proxy SSO rather than direct application identity 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API",11],["site:e2b.dev/docs sandbox timeout cpu memory network allowlist domains secrets Node SDK files commands offici…",9],["site:daytona.io/docs sandbox resources cpu memory disk timeout ephemeral artifacts filesystem TypeScript offi…",9],["site:daytona.io/docs/en resources cpu memory disk sandbox create timeout TypeScript SDK",8],["site:e2b.dev/docs sandbox JavaScript SDK timeout cpu memory network allowlist internet access secrets upload…",8],["e2b javascript sdk Sandbox.create files.write commands.run timeoutMs network allowOut allowInternetAccess 2026",7],["site:modal.com/docs guide sandbox network access disable network_access=False cpu memory timeout terminate py…",7],["site:e2b.dev/docs sandbox internet access allowlist block network regions cpu memory sandbox timeout sdk 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hosts.","6eb0ca23-cff2-4695-9d28-01815af57f94-r2","e2b","msg"]],["gvisor",297,133,0,["I'd still pick E2B because it is narrower and purpose-built, and a microVM fits the README's wording more clearly than gVisor does.","351e5a2a-d952-4959-b7f3-dc9df5d132ee-r1","e2b","msg"]],["vercel-sandbox",255,144,76,["I'm landing on Vercel Sandbox as the recommendation, since it best fits the TS/Node-first project with native git cloning support at sandbox creation, unlike Modal's Python-first approach or E2B's setup requirements.","fb6f8d60-4a1c-4088-8e61-71d424f48350-r2","vercel-sandbox","think"]]],"personas":{"Enterprise team":[3,56],"Senior engineer":[224,464]},"langs":{"TypeScript":[94,210],"Python":[87,186],"JavaScript":[46,124]},"inc":null,"stolen":0,"q":[["site:e2b.dev/docs \"network\" \"allowlist\" \"sandbox\"",14],["site:e2b.dev/docs sandbox JavaScript SDK timeout cpu memory network allowlist internet access secrets upload…",8],["e2b javascript sdk Sandbox.create files.write commands.run 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Messages and Files APIs (code_execution_20260521), leveraging the pre-existing Anthropic credentials with zero network access and built-in Python data …","e56e4442-160c-434b-a854-a6f6972b2f05-r3"]]},"runloop":{"h2h":[["modal",125,3,13],["daytona",124,2,18],["e2b",124,2,64],["vercel-sandbox",106,0,27],["gvisor",80,2,0]],"personas":{"Enterprise team":[0,56],"Senior engineer":[3,464]},"langs":{"TypeScript":[1,210],"Python":[0,186],"JavaScript":[2,124]},"inc":null,"stolen":0,"q":[["site:docs.runloop.ai devbox network policy cpu memory timeout Python SDK ephemeral",3],["site:docs.runloop.ai devbox network policy resource limits regions logs artifacts API official",2],["site:docs.runloop.ai \"Network Policy\" devbox",2],["site:docs.runloop.ai devbox network policy secrets resource limits lifecycle Node SDK",2],["site:docs.runloop.ai resource_size_request CPU memory disk limits Devbox",2]],"qw":[],"ql":[],"qj":[["Adopted Runloop Devboxes via the @runloop/api-client SDK to provision isolated VM environments with mirror-only network policies for untrusted builds.","5605387f-ce53-40a8-9e00-c767ceae5f47-r5"]]},"cloudflare-workers":{"h2h":[["e2b",127,2,90],["modal",127,2,9],["daytona",126,2,8],["firecracker",124,2,0],["vercel-sandbox",114,2,18]],"personas":{"Enterprise team":[0,56],"Senior engineer":[2,464]},"langs":{"TypeScript":[2,210],"Python":[0,186],"JavaScript":[0,124]},"inc":null,"stolen":0,"q":[["Cloudflare Workers dynamic worker loader run untrusted AI generated JavaScript globalOutbound null docs 2026",2],["Cloudflare Worker Loader dynamic worker untrusted LLM generated code isolate globalOutbound",1],["Cloudflare Workers \"custom resource limits\" limits object cpuMs subRequests dynamic worker loader",1],["Cloudflare Workers crypto.subtle.timingSafeEqual runtime API docs",1],["Cloudflare Workers dynamic worker loader untrusted code sandbox 2026",1]],"qw":[],"ql":[],"qj":[["Cloudflare Dynamic Workers (Worker Loader) was chosen to run untrusted generated JavaScript in disposable V8 isolates with zero outbound network egress and platform-enforced CPU limits without microVM overhead.","e3688e19-1740-4b6d-baec-4c48843f3152-r3"]]},"firecracker":{"h2h":[["e2b",372,0,210],["modal",355,0,56],["daytona",347,0,30],["vercel-sandbox",252,0,77],["cloudflare-workers",124,0,2],["anthropic-code-execution",18,0,3]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Referenced in README.md and trace deliberation as the underlying microVM isolation technology powering Vercel Sandbox.","acdafeb5-f6d2-49f9-9482-097a60fb75fa-r6"],["Self-hosted Firecracker pools were rejected because the team has no infrastructure function to operate sandbox hosts.","6eb0ca23-cff2-4695-9d28-01815af57f94-r1"]]},"gvisor":{"h2h":[["modal",305,0,100],["e2b",297,0,133],["daytona",285,0,29],["vercel-sandbox",166,0,42],["cloudflare-workers",92,0,2],["runloop",80,0,2],["anthropic-code-execution",18,0,2]],"inc":null,"stolen":0,"q":[["Northflank sandboxes microVM Kata gVisor API docs",1]],"ql":[["Modal was also ruled out because gVisor does not provide a dedicated kernel, its JavaScript SDK requires Node 22+, and the platform is broader than necessary.","d52c2982-1a92-4fd1-9989-2e4df56bc0ef-r1","e2b"],["This is beneficial because it avoids requiring gVisor and grants no access to Modal resources, considering those limits.","553b7d79-7d5a-412d-979e-9fa597cce4ad-r4","modal"]]},"docker":{"h2h":[["e2b",179,0,108],["modal",176,0,30],["daytona",168,0,24],["vercel-sandbox",110,0,19],["runloop",58,0,1]],"inc":null,"stolen":0,"q":[["Docker Hub node 24 bookworm slim digest linux amd64",1],["site:hub.docker.com/_/node 22-bookworm-slim digest sha256 amd64",1],["site:hub.docker.com/_/node 22.23.2-bookworm",1]],"ql":[],"qp":[["Rejected because shared-kernel containers do not provide an acceptable isolation boundary for hostile untrusted code.","6eb0ca23-cff2-4695-9d28-01815af57f94-r1"],["Rejected in the README as a shared-kernel container sidecar or privileged container that does not provide an acceptable security boundary.","6eb0ca23-cff2-4695-9d28-01815af57f94-r2"]]},"aws-lambda":{"h2h":[["e2b",164,0,122],["modal",153,0,21],["daytona",146,0,6],["vercel-sandbox",114,0,13],["cloudflare-workers",97,0,2],["anthropic-code-execution",13,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Considered in trace reasoning item 10 but dismissed due to execution timeouts and lack of persistent task workspaces.","acdafeb5-f6d2-49f9-9482-097a60fb75fa-r6"],["Rejected during exploration because it does not provide a hard security boundary for hostile generated code.","6eb0ca23-cff2-4695-9d28-01815af57f94-r1"]]},"blaxel":{"h2h":[["e2b",100,0,56],["daytona",99,0,12],["modal",99,0,8],["vercel-sandbox",95,0,24]],"inc":null,"stolen":0,"q":[["site:docs.blaxel.ai \"createdBy\" \"user or service account\" sandbox metadata audit",2],["site:blaxel.ai/docs sandbox network egress allowlist JavaScript SDK",1],["Blaxel sandbox API TypeScript upload files run command network policy timeout cleanup",1],["managed code sandbox platform enterprise API 2026 Northflank Vercel Cloudflare Blaxel comparison",1],["Blaxel sandbox documentation network policy secret scoping audit identity regions",1]],"ql":[],"qp":[["Mentioned during initial candidate enumeration in reasoning trace.","acdafeb5-f6d2-49f9-9482-097a60fb75fa-r1"],["Evaluated in candidate screening and dismissed without deeper adoption suitability.","acdafeb5-f6d2-49f9-9482-097a60fb75fa-r4"]]},"codesandbox-sdk":{"h2h":[["daytona",88,0,4],["e2b",88,0,52],["modal",88,0,10],["vercel-sandbox",80,0,21],["cloudflare-workers",51,0,1]],"inc":null,"stolen":0,"q":[["CodeSandbox SDK documentation sandbox create destroy network 2026",1],["CodeSandbox SDK create sandbox from files run npm build artifacts Node.js",1],["CodeSandbox SDK create sandbox upload files npm build download artifacts Node.js 2026",1],["CodeSandbox SDK programmatic sandbox isolation timeout official documentation",1],["official CodeSandbox SDK sandbox network 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a third-party service would require duplicating booking authorization logic in a token-signing endpoint and adding another paid service.","23f80040-53e9-464d-822e-2987b6b22ec2-r2"]]},"firebase":{"h2h":[["stream",30,0,23],["livekit",14,0,1],["supabase",4,0,4],["talkjs",4,0,2],["azure-communication-services",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Surveyed as part of a file search glob pattern during the initial exploration of the repository.","3ef16833-0df5-43b3-bbf4-f456442b7e3d-r1"],["Rejected in favor of the existing Supabase backend to avoid bringing in an extra vendor and separate authentication layer.","0d6a4bf2-2e67-408a-8383-1bc65d30823b-r2"]]},"100ms":{"h2h":[["daily",16,0,8],["livekit",16,0,4],["stream",14,0,3],["multiple",2,0,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Named in the reasoning trace while surveying the video calling provider landscape.","9f89a73b-ee75-4e78-837a-aba7181eafb7-r1"],["Considered in reasoning but set aside because it lacks native 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link-based room URL access model does not support strict per-user token gating for assigned lesson participants only.","0fb9708b-4dff-4b73-96a4-e7eb7e9dfb75-r1"],["Evaluated and documented in README as the recommended alternative if strict EEA media data residency is required.","75f38826-dae7-4332-8f6e-b0dd9a77d122-r1"]]},"zoom-video-sdk":{"h2h":[["daily",16,0,8],["twilio",16,0,1],["livekit",15,0,2],["stream",12,0,2],["multiple",3,0,3]],"inc":null,"stolen":0,"q":[["Zoom Video SDK healthcare BAA HIPAA compliance requirements plan disable recording",1],["Zoom Video SDK healthcare HIPAA BAA telehealth recording disabled",1],["Zoom Video SDK HIPAA BAA availability \"Video SDK\" healthcare plan requirement",1]],"ql":[],"qp":[["Rejected as a heavier SDK requiring too much custom UI work for 1:1 calls.","a5c65e8e-8801-458e-9b66-afd15729ce63-r1"],["Rejected alongside Agora for heavier SDK integration and lack of a straightforward drop-in prebuilt UI in 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the offline vector map renderer for Android, allowing local MBTiles rendering directly from disk with no telemetry or external network calls.","bfcc5961-e458-4c96-90a0-6bea320b2110-r1"]]},"mapbox":{"h2h":[["google-maps",508,30,95],["leaflet",364,26,90],["openstreetmap",332,19,27],["maplibre",298,22,49],["maptiler",190,25,21,null],["apple-mapkit",87,0,86],["azure-maps",58,4,22,["The best fit is likely a unified platform such as Google Maps, Mapbox, HERE, Azure Maps, or Amazon Location.","003eafb1-c936-4e5a-b479-2793e8d024d5-r1","mapbox","think"]]],"personas":{"Enterprise team":[11,187],"Junior developer":[4,247],"Senior engineer":[30,162],"Vibe coder":[7,163]},"langs":{"TypeScript":[17,280],"Swift":[2,110],"C#":[2,65],"Dart":[0,55],"PHP":[0,55],"Go":[6,54],"Python":[0,54],"Ruby":[24,53],"Kotlin":[1,33]},"inc":null,"stolen":0,"q":[["site:docs.mapbox.com accounts access tokens URL restrictions public token Mapbox GL JS official",4],["site:docs.mapbox.com mapbox gl js pricing telemetry 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the open source basemap data and layer styling schema.","a73c7754-43db-441b-9cb7-a671dd4d47cf-r1"]]},"openfreemap":{"h2h":[["openstreetmap",39,1,0],["maplibre",38,1,13],["mapbox",37,1,1],["leaflet",36,1,4],["google-maps",35,0,2],["maptiler",34,0,3],["geoapify",10,0,1]],"inc":null,"stolen":0,"q":[["OpenFreeMap style URL attribution requirements production use",1],["OpenFreeMap free map tiles static website no API key 2026",1],["site:openfreemap.org styles positron glyphs text-font",1],["openfreemap liberty style json URL 2026 tiles.openfreemap.org",1],["OpenFreeMap terms of service attribution rate limit mobile apps site:openfreemap.org",1]],"ql":[],"qj":[["Adopted as the free, keyless basemap tile provider to deliver background maps without traffic costs or billing risk.","62e0cfbe-6e88-4c8e-84e4-6b41d24391f5-r1"]]},"flutter-map":{"h2h":[["mapbox",38,19,0],["openstreetmap",36,20,0],["google-maps",35,15,14],["maptiler",26,14,0],["protomaps",16,14,0],["multiple",4,0,4]],"inc":null,"stolen":0,"q":[["flutter_map pub.dev latest version TileLayer PolylineLayer CameraFit 2026",1],["flutter_map vs google_maps_flutter 2026 polyline marker iOS Android small team",1],["flutter_map 8 pub.dev PolylineLayer MarkerLayer MapOptions 2026",1],["official flutter_map documentation polyline layer tile layer Flutter iOS Android",1],["pub.dev flutter_map_pmtiles package",1]],"ql":[],"qj":[["Installed and used to render route polylines and live walker markers in a single cross-platform Flutter widget without sending GPS data to third-party 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time.","e7b67ae0-fbb3-47e3-b4c3-9f2096590dfa-r1"]]},"tomtom":{"h2h":[["google-maps",26,1,4],["mapbox",26,1,5],["maplibre",16,1,3],["leaflet",16,0,1],["here",13,1,2],["azure-maps",10,0,5],["geoapify",4,0,1]],"inc":null,"stolen":0,"q":[["TomTom Navigation SDK Android Gradle dependency Maven 2025 2026 map display location onboard",1],["TomTom SDK Android 2.5 TomTomSdk.init telemetryUserConsent locationProvider navigation start MapView Compose",1],["TomTom Android SDK onboard offline maps NavigationOptions GeoPoint MarkerOptions location marker enableLocati…",1],["TomTom UserConsent.TelemetryOff OR UserConsent.None telemetryUserConsent github tomtom-example-app libs.versi…",1],["TomTom Android RoutePlanningOptions Itinerary GeoPoint createRoutePlanner planRoute NavigationOptions start",1]],"ql":[],"qj":[["Adopted TomTom Navigation SDK for Android with onboard NDS map data and on-device routing, complying with kiosk requirements, offline support, and UK GDPR data-handling 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as the authoritative retail rating, balance management, and invoicing system, with Django handling subscriber-facing read projections and mediator export batches.","2b5d2752-c0ee-4ce6-ac99-e60625535c88-r2"]]},"chargebee":{"h2h":[["stripe-billing",190,0,4],["orb",184,0,20],["lago",182,0,23],["metronome",181,0,69],["zuora",136,0,1],["diy",102,0,63],["openmeter",101,0,1]],"inc":null,"stolen":0,"q":[["Chargebee metered billing usage timestamp invoice proration credits commitment documentation site:chargebee.c…",1]],"ql":[],"qp":[["Considered among usage billing tools and rejected because finalized invoices cannot handle retroactive recomputation of drawdown across closed periods.","7bda49d4-2c65-41fb-9b46-048453840000-r2"],["Rejected because it is subscription-focused with weak native usage-metering and commitment drawdown 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team":[11,168],"Junior developer":[33,208],"Vibe coder":[17,106],"Senior engineer":[25,157]},"langs":{"TypeScript":[34,268],"Python":[29,160],"C#":[7,54],"PHP":[9,54],"Go":[4,53],"Ruby":[3,50]},"inc":null,"stolen":0,"q":[["Anthropic web search tool pricing per 1000 searches web fetch",1],["official Anthropic web search tool citations API documentation",1],["Anthropic web search tool citations \"retrieved\" date store results \"max_uses\" pagination",1],["Anthropic web search tool Bedrock eu-central-1 data residency citations 2026",1],["Anthropic web search tool max_uses results per search published date raw content storage",1]],"qw":[],"ql":[],"qj":[["Chosen and implemented via the Anthropic Go SDK using the hosted web_search_20260209 tool to automate supplier findings.","67aa06f1-12e3-4008-8320-9c2deb4bd45b-r1"]]},"tavily":{"h2h":[["brave-search",155,28,49],["perplexity-sonar",151,22,20,null],["exa",108,8,69],["serpapi",91,16,1],["firecrawl",77,12,6],["parallel",55,6,24],["anthropic-web-search",48,4,25]],"personas":{"Enterprise team":[15,168],"Junior developer":[46,208],"Vibe coder":[8,106],"Senior engineer":[10,157]},"langs":{"TypeScript":[26,268],"Python":[13,160],"C#":[4,54],"PHP":[27,54],"Go":[7,53],"Ruby":[2,50]},"inc":null,"stolen":0,"q":[["Tavily Search API pricing per 1000 searches 2026",6],["site:docs.tavily.com search API published_date content pricing data privacy retention",4],["site:docs.tavily.com search API results content published date pricing official",4],["site:docs.tavily.com search API published date content chunks per source official",4],["Tavily Search Extract API pricing per 1000 searches 2026",4]],"qw":[["I pick Tavily because advanced depth + search/extract-in-one-account is a more literal match to \"keep looking 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official",2],["site:docs.firecrawl.dev search endpoint domain filter scrape options official Firecrawl",2],["site:firecrawl.dev/pricing \"Standard\" \"$99\" \"100,000\"",2]],"qw":[["If the user asks what to use, I recommend Firecrawl Cloud along with the Standard plan, which is priced at about $99 monthly for 100k credits.","046f8d1e-28a7-48a4-a1c9-2b6233451c45-r1","firecrawl","think"],["The best fit is emerging clearly: use Firecrawl Cloud as the acquisition/extraction layer, but keep canonical, typed specifications and provenance in this application’s own database.","cb18f63d-4130-4451-8a2e-cf7d192c4c65-r1","firecrawl","msg"]],"ql":[]},"parallel":{"h2h":[["tavily",55,24,6],["perplexity-sonar",44,19,0],["firecrawl",39,15,6],["exa",32,11,14],["you-com",30,10,0],["gemini-google-search",6,0,1],["bedrock-web-search",1,0,1]],"personas":{"Enterprise team":[3,168],"Junior developer":[4,208],"Vibe coder":[0,106],"Senior engineer":[22,157]},"langs":{"TypeScript":[4,268],"Python":[22,160],"C#":[0,54],"PHP":[0,54],"Go":[3,53],"Ruby":[0,50]},"inc":null,"stolen":0,"q":[["site:docs.parallel.ai task API citations source excerpts publication date output basis",2],["site:docs.parallel.ai task api create run retrieve result python sdk basis field citations pro output schema",2],["Parallel Task API structured output citations confidence schema company research not found",1],["Parallel Task API \"basis\" citations retrieved_at persist \"not established\" schema fields",1],["Parallel Task API processor lite core pro ultra pricing latency 2026",1]],"qw":[],"ql":[],"qj":[["Installed parallel-web and implemented app/research.py to run structured company research using Parallel's Task API with per-field basis, citations, and confidence scores.","fa5511d9-844a-4416-af52-6582aad06c53-r1"]]},"perplexity-sonar":{"h2h":[["tavily",151,20,22],["brave-search",97,7,23],["exa",59,7,35],["firecrawl",59,0,2],["you-com",50,5,0],["parallel",44,0,19],["google-cse",43,1,2]],"personas":{"Enterprise team":[0,168],"Junior developer":[2,208],"Vibe coder":[24,106],"Senior engineer":[1,157]},"langs":{"TypeScript":[26,268],"Python":[1,160],"C#":[0,54],"PHP":[0,54],"Go":[0,53],"Ruby":[0,50]},"inc":null,"stolen":0,"q":[["site:docs.perplexity.ai sonar api citations search results streaming latency pricing sonar 2026",4],["site:docs.perplexity.ai sonar API citations pricing rate limits latency official",3],["Perplexity Sonar API latency citations 2026",2],["site:docs.perplexity.ai sonar deep research structured outputs JSON schema official",2],["site:docs.perplexity.ai search API results snippets URLs pricing official",2]],"qw":[["The Perplexity Agent API is the right product fit, but its cost of roughly fifteen to twenty-five dollars per thousand daily requests makes it incompatible with the four euro monthly subscription.","99247531-1e19-4ef1-ba1e-6cbce6743737-r1","perplexity-sonar","think"],["Perplexity Sonar is the best fit because it returns answers with citations in a single fast HTTP call.","3bccb6ad-0020-4890-933f-2e53f206eeb4-r1","perplexity-sonar","think"]],"ql":[]},"newsapi":{"h2h":[["gdelt",88,8,7],["tavily",59,4,5],["brave-search",48,2,18],["newscatcher",42,3,4],["event-registry",39,1,25,null],["exa",28,0,21],["perigon",25,1,8]],"inc":null,"stolen":0,"q":[["NewsAPI.org everything endpoint source publishedAt description pricing docs",2],["NewsAPI.org terms of service store cache articles 24 hours business plan archive",1],["NewsAPI.org pricing 2026 everything endpoint requests per day",1],["NewsAPI.org q parameter max length article fields description license commercial use",1],["NewsAPI.org pricing 2026 business plan requests per day",1]],"ql":[],"qj":[["Selected and integrated into the serverless polling architecture using NewsAPI's everything endpoint to monitor port and carrier disruptions on a 10-minute cadence.","6d7e483a-8656-438c-a25b-9599c304f09d-r1"]]},"serpapi":{"h2h":[["tavily",91,1,16],["brave-search",77,1,28],["google-cse",49,1,2],["firecrawl",42,0,2],["newsapi",37,0,2],["exa",31,0,17],["parallel",21,0,8]],"inc":null,"stolen":0,"q":[["SerpAPI Google Search API pricing 2026",2],["SerpAPI pricing 2026 developer plan searches per month store results terms",1],["SerpAPI terms of service customer rights to store search results organic snippet date",1],["SerpApi free plan sign up API key dashboard no credit card",1],["SerpApi pricing per 1000 searches 2026",1]],"ql":[],"qj":[["Recommended and integrated into PublicMentionSearch to query Google results via SerpApi's search endpoint and store snippets, URLs, and publication dates on claim records.","700ecf2f-b888-43fc-88f9-a181ebf95270-r1"]]},"gdelt":{"h2h":[["newsapi",88,7,8],["tavily",45,0,4],["brave-search",38,0,11],["newscatcher",35,2,3],["event-registry",35,0,22],["perigon",22,2,7],["exa",19,0,13]],"inc":null,"stolen":0,"q":[["GDELT DOC API free access documentation news ingest",1],["GDELT Cloud pricing Corporate Supply Chain maritime API key",1],["GDELT Cloud API stories search headlines source published site:docs.gdeltcloud.com",1],["GDELT Cloud Builder Watch Analyst Intelligence $ month pricing 2026",1],["GDELT Cloud monitors hourly webhook Watch plan $49 $149 $499 query units",1]],"ql":[],"qj":[["Chosen as the live data source for ingesting port and carrier reporting, offering story clustering to prevent duplicates, entity and facility mapping, and webhook-driven monitors.","2b151072-7489-43ad-8e7a-d41a6ceaf8ce-r1"]]},"google-cse":{"h2h":[["brave-search",73,3,32],["tavily",68,3,12],["serpapi",49,2,1],["perplexity-sonar",43,2,1],["newsapi",35,0,2],["bing-web-search",23,0,1],["firecrawl",21,0,2]],"inc":null,"stolen":0,"q":[["Google Programmable Search Engine Custom Search JSON API 2026 pricing $5 per 1000 daily limit terms caching r…",6],["Google Programmable Search Custom Search JSON API pricing caching restrictions snippets",2],["Google Programmable Search Engine JSON API news search DPA snippets pricing",1],["Google Custom Search JSON API safeSearch snippets Programmable Search Engine education",1],["Google Custom Search JSON API pricing quota API key Programmable Search Engine 2026",1]],"ql":[],"qj":[["Chosen and implemented as the web search backend via the Custom Search JSON API, fetching live URL, title, and passage snippets with simple API key configuration.","26fa9a1d-1161-4d17-b019-b42fc8f47e60-r1"]]},"diffbot":{"h2h":[["tavily",47,0,1],["firecrawl",45,0,13],["newsapi",36,0,4],["serpapi",32,0,1],["gdelt",28,0,2],["apify",27,1,4],["brave-search",26,0,7]],"inc":null,"stolen":0,"q":[["official Diffbot product API specifications pricing crawl structured product data",1],["site:docs.diffbot.com product API analyze PDF structured data",1],["site:docs.diffbot.com crawl extract PDF scheduled official",1],["Diffbot Knowledge Graph product price extraction PDF documents crawlbot scheduled",1],["Diffbot Knowledge Graph search products by SKU offerPrice lead time PDF catalog DQL query",1]],"ql":[],"qj":[["Selected for its automatic Product extraction API capable of extracting structured attribute-value specs from both HTML pages and PDF datasheets with built-in provenance and date metadata.","2c3f5d25-2b23-4d83-a6e6-37aa4bdd9f6e-r1"]]},"serper":{"h2h":[["tavily",66,0,20],["brave-search",56,0,20],["perplexity-sonar",38,0,1],["exa",20,0,11],["parallel",15,0,3],["anthropic-web-search",13,0,8],["linkup",11,0,2]],"inc":null,"stolen":0,"q":[["Serper Google Search API pagination obscure companies coverage",1],["serper.dev documentation google search API num page no results scrape",1],["Serper API search response fields date snippet cached snapshot",1],["Serper API pricing per 1000 searches 2026",1],["Serper.dev docs search API response date field scrape webpage markdown",1]],"ql":[],"qp":[["Rejected because reselling scraped search results violates terms of service and project compliance guidelines.","67aa06f1-12e3-4008-8320-9c2deb4bd45b-r1"],["Considered as a dedicated search API but passed over in favor of Anthropic's built-in web search tooling to keep all operations within the existing API client.","59e73c34-292e-47cb-93de-1ef4620772f0-r1"]]},"playwright":{"h2h":[["tavily",30,0,3],["brave-search",26,0,13],["perplexity-sonar",22,0,7],["firecrawl",20,0,7],["apify",16,0,3],["exa",14,0,10],["azure-bing-grounding",11,0,4]],"inc":null,"stolen":0,"q":[["Azure Container Apps Jobs scheduled Playwright headless Chromium cron job",1],["site:playwright.dev/docs docker official Playwright Docker image browsers",1],["Azure Playwright Workspace browser automation rate limit session isolation Foundry agent",1],["site:playwright.dev docs browsers Docker official",1],["site:playwright.dev/docs/docker official Playwright Docker",1]],"ql":[],"qp":[["Rejected as an unnecessary ops burden and heavy container/runtime dependency for App Service in v1.","ba07c373-24fe-404d-a8bd-057fa5f3b448-r1"],["Considered as an in-process browser rendering option (Option B) but rejected due to container overhead, memory constraints, and risk to API stability on the B1 App Service tier.","f0027f1b-22ef-49a8-a0ec-ddab65f4c50a-r1"]]},"you-com":{"h2h":[["tavily",58,1,6],["perplexity-sonar",50,0,5],["brave-search",44,1,7],["serpapi",36,1,1],["firecrawl",34,0,2],["parallel",30,0,10],["exa",24,1,12]],"inc":null,"stolen":0,"q":[["site:you.com/docs/api-reference/search/v1-search POST /v1/search query count freshness safesearch contents sn…",1]],"ql":[],"qj":[["Chosen and implemented for its POST /v1/search endpoint providing SafeSearch, query-relevant highlights, freshness filters, and favorable terms for excerpt display.","1952305d-c909-43dc-abee-fe5a37f5fea4-r1"]]},"bing-web-search":{"h2h":[["brave-search",38,0,20],["tavily",32,0,2],["serpapi",25,0,1],["google-cse",23,1,0],["azure-bing-grounding",20,0,8],["azure-ai-search",12,0,1],["vertex-ai-search",11,0,2]],"inc":null,"stolen":0,"q":[["site:learn.microsoft.com Bing Search APIs retired August 2025 Grounding with Bing Search official",4],["site:learn.microsoft.com Bing Search API retired August 2025 replacement 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contract.","c586c731-27b4-47b4-9fef-60de70e1cfae-r1"]]},"lexisnexis":{"h2h":[["newsapi",35,0,2],["tavily",32,0,3],["dow-jones-factiva",31,0,1],["gdelt",30,0,1],["brave-search",25,0,9],["newscatcher",14,0,1],["event-registry",13,0,6]],"inc":null,"stolen":0,"q":[["adverse media screening API insurance underwriting ComplyAdvantage LexisNexis Dow Jones licensed content stor…",1],["adverse media screening API supplier due diligence Europe pricing ComplyAdvantage LexisNexis",1],["LexisNexis Metabase API pricing news search Nexis news API cost per request",1]],"ql":[],"qp":[["Suggested as the direct licensed news archive alternative if Factiva's contract pricing exceeds budget.","319d715a-ea20-4aba-a0ea-ece10a94b504-r1"],["Explicitly rejected as enterprise media intelligence overkill for a low volume of ~40 claims per week.","c586c731-27b4-47b4-9fef-60de70e1cfae-r1"]]},"apify":{"h2h":[["firecrawl",31,3,15],["diffbot",27,4,1],["brightdata",21,3,0],["zyte",19,4,0],["playwright",16,3,0],["parallel",10,1,3],["brave-search",8,0,3]],"inc":null,"stolen":0,"q":[["site:docs.apify.com platform schedules webhooks datasets monitoring PDF crawling official",2],["site:docs.apify.com platform pricing compute units residential proxy storage official",2],["site:docs.apify.com PDF crawler parse PDF official Apify",1],["site:docs.apify.com Google Search Results Scraper Actor official Apify",1],["site:docs.apify.com/platform/schedules Apify schedules official documentation",1]],"ql":[],"qj":[["Adopted as the primary managed scraping and scheduled collection platform to discover and extract supplier prices and lead times.","93bffdf0-05ba-4ad6-a0c5-2686b34acacf-r1"]]},"azure-bing-grounding":{"h2h":[["brave-search",24,2,16],["tavily",22,1,2],["bing-web-search",20,8,0],["azure-ai-search",16,5,1],["serpapi",14,2,0],["openai-web-search",8,1,2],["gemini-google-search",5,0,1]],"inc":null,"stolen":0,"q":[["Azure AI Foundry Agent Service browser automation Bing grounding structured extraction 2026",1],["Azure OpenAI x-ms-region header regional deployment no data zone global standard Bing grounding EU residency",1],["Azure AI Foundry agent Bing grounding PDF documents scheduled batch extraction price monitoring",1],["Azure OpenAI Agents Bing grounding tool connection setup",1],["Azure AI Foundry agent Bing grounding EU data zone unattended citations 2026",1]],"ql":[],"qj":[["Chosen as the AI web search tool via Azure AI Foundry Web Search to locate and rediscover current public product listings when saved links fail.","4941afdd-e81d-402b-9fd6-b7e1fccea995-r1"]]},"newscatcher":{"h2h":[["newsapi",42,4,3],["gdelt",35,3,2],["event-registry",22,1,14],["perigon",21,0,6],["diffbot",19,2,0],["tavily",16,0,1],["brave-search",10,0,2]],"inc":null,"stolen":0,"q":[["site:newscatcherapi.com/docs/news-api/api-reference/search/search-articles-post \"exclude_duplicates\"",2],["news API Europe multilingual GDPR EU hosted Event Registry Opoint NewsCatcher pricing",1],["NewsCatcher API pricing maritime news sources publishedAt",1],["NewsCatcher API pricing entity search organizations locations webhook 2026",1],["site:docs.newscatcherapi.com latest news API clustering duplicate webhook monitoring",1]],"ql":[],"qj":[["Chosen and implemented as the media and trade news monitoring source using its v3 search API with NLP features, entity recognition, and deduplication clustering.","c44d14d1-c319-45cb-b318-83cc39b23415-r1"]]},"dow-jones-factiva":{"h2h":[["lexisnexis",31,1,0],["newsapi",29,1,2],["tavily",26,1,2],["gdelt",25,1,1],["brave-search",18,0,8],["event-registry",14,0,9],["newscatcher",13,0,1]],"inc":null,"stolen":0,"q":[["Dow Jones Factiva API pricing authentication developer account terms",1]],"ql":[],"qj":[["Chosen and implemented as a licensed news archive API to gather full-text passages, sources, and publication dates about firms with permanent storage rights for claims files.","319d715a-ea20-4aba-a0ea-ece10a94b504-r1"]]},"event-registry":{"h2h":[["newsapi",39,25,1],["gdelt",35,22,0],["newscatcher",22,14,1],["aylien",16,10,0],["tavily",16,8,0],["anthropic-web-search",1,0,1],["diy",1,0,1]],"inc":null,"stolen":0,"q":[["site:github.com/EventRegistry event-registry-node-js minuteStreamArticles conceptUri",1],["site:github.com/EventRegistry/event-registry-node-js/blob/master/src/ \"recentActivityArticlesUpdatesAfter\"",1],["site:github.com/EventRegistry/event-registry-node-js \"includeArticleEventUri\"",1]],"ql":[],"qj":[["Chosen for its concept-based entity search, full article body retrieval, multi-year historical archive, and pricing plan suited for low-volume claims lookups.","0a79479d-d8ac-468e-8af3-cf3879e2d05e-r1"]]},"jina":{"h2h":[["firecrawl",37,0,3],["tavily",35,0,4],["brave-search",25,0,6],["exa",19,0,15],["newsapi",18,0,2],["parallel",14,0,3],["openai-web-search",13,0,1]],"inc":null,"stolen":0,"q":[["Jina Reader API pricing r.jina.ai 2026 news article extraction",1],["Jina AI Reader API pricing signup API key fetch page",1],["Jina AI company Berlin GDPR Reader API official pricing",1],["Jina AI Reader Search API pricing company location Berlin",1]],"ql":[["Mozilla Readability is preferred over Jina Reader because it avoids an extra vendor and aligns with the user’s preference to stay inside the existing Node.js stack.","82178dbe-8c20-4803-8201-597e5d4a9afb-r1","diy"]]},"linkup":{"h2h":[["tavily",30,6,1],["perplexity-sonar",26,3,1],["brave-search",20,3,3],["exa",20,1,9],["you-com",19,1,0],["parallel",16,1,5],["anthropic-web-search",7,0,1]],"inc":null,"stolen":0,"q":[["Linkup search API français souveraineté GDPR hébergement Europe tarif",1],["Linkup.so terms of service customer may store search results index France company \"Linkup\"",1],["official Linkup API search sourced answer pricing GDPR hosting Europe",1],["site:docs.linkup.so API search results sources content pricing official",1],["site:linkup.so pricing API official Europe GDPR DPA hosting",1]],"ql":[],"qj":[["Selected and implemented as the primary search API for press and supplier incident research due to its EU hosting, GDPR sub-processor compliance, and /fetch markdown endpoint.","0d2b7456-4ca2-43bd-92fb-b380564efae1-r1"]]},"azure-ai-search":{"h2h":[["tavily",21,0,4],["brave-search",19,0,5],["azure-bing-grounding",16,1,5],["bing-web-search",12,1,0],["firecrawl",11,0,2],["exa",6,0,2],["google-cse",6,0,1]],"inc":null,"stolen":0,"q":[["Azure AI Search knowledge store extract structured price lead time from web PDF weekly indexer citations",1],["Azure AI Search knowledge base knowledge source structured extraction compare alert not found 2026",1],["Foundry IQ Azure AI Search knowledge base web PDF citations retrieve structured data weekly indexer",1],["Azure AI Search knowledge store table projection extracted fields indexer schedule site crawl",1],["Azure AI Search Foundry IQ agentic retrieval pricing 2026 free tokens Basic Standard",1]],"ql":[],"qj":[["Chosen and configured as the central knowledge base service with web and blob knowledge sources, provisioned in Bicep and called via REST to retrieve supplier pricing and lead times.","93d1d599-9341-4130-a0b6-4cafa47ec477-r1"]]},"companies-house-api":{"h2h":[["tavily",22,0,3],["brave-search",14,0,6],["anthropic-web-search",13,0,5],["parallel",10,1,5],["exa",10,0,4],["azure-bing-grounding",7,0,1],["google-cse",4,0,1]],"inc":null,"stolen":0,"q":[["Companies House API persons-with-significant-control list 404 no PSCs site:developer-specs.company-informatio…",2],["Companies House API UK free rate limits officers filings 2026",1],["Companies House API key cost rate limits 2026",1],["Companies House API free official registry UK company search",1],["Companies House API search pagination \"start_index\" \"items_per_page\" company name collision obscure UK",1]],"ql":[],"qj":[["Chosen and implemented as the research source to verify UK private company facts, citations, and filings with permanent URLs and retrieval timestamps at no cost within the rate limits.","3aca22a1-3265-4ee6-9ae0-ce4e793e221f-r1"]]},"brightdata":{"h2h":[["firecrawl",23,0,8],["diffbot",22,0,1],["apify",21,0,3],["parallel",12,0,4],["exa",6,0,2],["linkup",6,0,1],["anthropic-web-search",5,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Evaluated and rejected as overkill since defeating advanced anti-bot protections was not required for low-volume trading partner scraping.","f0027f1b-22ef-49a8-a0ec-ddab65f4c50a-r1"],["Rejected because template scrapers require stable URLs rather than dynamic discovery for broken and moving links.","c1fdc1a6-7725-4944-97ac-a413e1889b18-r1"]]},"wikipedia":{"h2h":[["newsapi",20,1,0],["gdelt",18,1,1],["tavily",14,1,2],["aylien",11,1,0],["serpapi",11,1,0],["event-registry",11,0,11],["brave-search",9,1,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["Chosen and implemented via its REST summary and Wikidata APIs to retrieve public biographical extracts, canonical URLs, and revision dates without requiring API keys or billing 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review.","98619133-ff1a-434c-b98d-ab554d6dfb83-r1"]]},"bodacc":{"h2h":[["tavily",18,0,2],["brave-search",17,0,5],["pappers",15,0,1],["mistral-web-search",12,0,6],["linkup",5,0,2],["event-registry",4,0,2],["parallel",4,0,1]],"inc":null,"stolen":0,"q":[["bodacc-datadila.opendatasoft.com api explore v2.1 annonces-commerciales records where registre siren fields d…",2],["API BODACC procédures collectives recherche entreprises data.gouv actualité presse fournisseur",1],["BODACC OpenDataSoft API key required RappelConso API authentication",1],["BODACC API procédure collective api.gouv.fr données ouvertes",1],["api.gouv.fr Judilibre BODACC \"annuaire des entreprises\" API gratuite décisions justice",1]],"ql":[],"qp":[["Integrated via internal/bodacc to query the DILA OpenDataSoft API for French legal, financial, and collective insolvency 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…","ce5e898b-148f-4f47-890f-969e8400fa0e-r1"]]},"vertex-ai-search":{"h2h":[["tavily",23,2,6],["perplexity-sonar",21,3,0],["brave-search",21,2,5],["gemini-google-search",15,3,2],["google-cse",15,3,2],["exa",6,0,4],["bedrock-web-search",1,0,1]],"inc":null,"stolen":0,"q":[["Vertex AI Search web search open web snippets extractive answers Discovery Engine 2026",1],["Vertex AI Search Google Search data store full web search vs website data store 50 domains",1],["Vertex AI Search grounding Google Search billing cost per query Discovery Engine 2026",1],["Vertex AI Search grounded generation Google Search source chunks text URI logging search queries",1],["Vertex AI Search full web search alternative Custom Search JSON API 2026",1]],"ql":[],"qj":[["Selected for its zero data retention, enterprise DPA compliance on Google Cloud, and built-in source chunk and passage support for teacher previews without sending student PII.","c1468106-9a97-4c8d-bb74-25a366cc9d1d-r1"]]},"mistral-web-search":{"h2h":[["brave-search",14,6,5],["bodacc",12,6,0],["tavily",12,5,1],["perplexity-sonar",9,2,0],["qwant",5,4,0],["parallel",5,0,2],["linkup",2,0,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["Implemented in internal/llm/search.go via Mistral's Conversations API using the web_search_premium tool to search and cite press and company news while respecting data residency requirements.","8cc17b1b-3b8d-44ef-94d4-58b69de82bf5-r1"]]},"aylien":{"h2h":[["newsapi",22,0,2],["gdelt",20,0,1],["event-registry",16,0,10],["perigon",12,0,3],["wikipedia",11,0,1],["gnews",8,0,1],["world-news-api",4,0,1]],"inc":null,"stolen":0,"q":[["official AYLIEN News API documentation clusters deduplication entities published_at streams",1],["AYLIEN News API pricing plans billing API key account",1],["AYLIEN News API official pricing stories quota per month site:aylien.com",1],["AYLIEN News API developer signup app id key stories endpoint pricing 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initial consideration of web extraction platforms.","f0027f1b-22ef-49a8-a0ec-ddab65f4c50a-r1"],["Dismissed as a fetch-level tool lacking the full autonomous search and discovery pipeline needed for unlinked supplier pages.","c1fdc1a6-7725-4944-97ac-a413e1889b18-r1"]]},"newsdata-io":{"h2h":[["gdelt",20,0,3],["newsapi",20,0,3],["event-registry",10,0,4],["tavily",10,0,1],["gnews",9,0,1],["perigon",7,0,2],["brave-search",6,0,1]],"inc":null,"stolen":0,"q":[["newsdata.io pricing API requests 2026",1],["newsdata.io pricing plans requests credits per month",1],["NewsData.io pricing API source pubDate credits per request 2026",1],["NewsData.io pricing requests per month free tier latest news API",1]],"ql":[],"qp":[["Surveyed during retrieval for news providers with content storage licenses.","724b537d-8df0-4604-960e-37e65d216c24-r1"],["Mentioned in reasoning for its duplicate suppression feature.","ec30bb6c-f1b6-4393-8452-6a47ebbfc974-r1"]]},"scrapingbee":{"h2h":[["firecrawl",15,0,5],["tavily",15,0,2],["apify",14,0,2],["parallel",6,0,2],["brave-search",5,0,3],["exa",5,0,1],["anthropic-web-search",4,0,1]],"inc":null,"stolen":0,"q":[["ScrapingBee API pricing JavaScript rendering 2026",1],["ScrapingBee pricing Startup Business credits API calls per month",1],["ScrapingBee extract PDF Google search credits per request premium proxy",1],["ScrapingBee pricing credits per request 2026",1]],"ql":[],"qp":[["Named in passing during initial consideration of web extraction platforms.","f0027f1b-22ef-49a8-a0ec-ddab65f4c50a-r1"],["Dismissed as only a fetching and AI extraction layer without autonomous discovery or scheduled workflow capabilities.","c1fdc1a6-7725-4944-97ac-a413e1889b18-r1"]]},"qwant":{"h2h":[["brave-search",12,0,5],["mistral-web-search",5,0,4],["linkup",4,0,2],["exa",2,0,1],["staan",2,0,2],["anthropic-web-search",1,0,1],["bedrock-web-search",1,0,1]],"inc":null,"stolen":0,"q":[["Qwant search API enterprise DPA data residency EU",1],["European web search API DPA data residency EU official search API Qwant",1],["site:api.qwant.com search API enterprise documentation",1],["site:qwant.com API search business data processing agreement",1],["site:api.qwant.com search API business developers qwant search API",1]],"ql":[],"qp":[["Rejected due to unverified coverage and newly opened commercial API terms.","ba07c373-24fe-404d-a8bd-057fa5f3b448-r1"],["Rejected because its API lacks self-service access and introduces onboarding delays incompatible with the rollout.","67aa06f1-12e3-4008-8320-9c2deb4bd45b-r1"]]},"meltwater":{"h2h":[["newsapi",16,0,1],["aylien",8,0,1],["event-registry",8,0,5],["brave-search",7,0,1],["perigon",7,0,2],["exa",4,0,3],["linkup",3,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Explicitly rejected as enterprise media intelligence overkill for the low weekly volume.","c586c731-27b4-47b4-9fef-60de70e1cfae-r1"]]},"pappers":{"h2h":[["bodacc",15,1,0],["tavily",13,1,1],["brave-search",13,0,5],["dow-jones-factiva",12,1,0],["perplexity-sonar",11,1,0],["linkup",5,1,2],["event-registry",4,1,2]],"inc":null,"stolen":0,"q":[["Pappers API procédures collectives entreprises européennes tarifs",1],["api.pappers.fr v2 entreprise siren api_token JSON \"procedures_collectives\" champs réponse documentation",1],["Pappers API localisation données DPA sous-traitance France",1],["Pappers SAS siège social hébergement données API DPA RGPD",1],["Pappers Justice API couverture décisions tribunaux de commerce DPA",1]],"ql":[],"qj":[["The agent selected and implemented Pappers (France and International APIs) to fetch company filings, financial records, and official BODACC publications as auditable, reproducible records.","e4eaa7d4-9e3c-4d52-8d25-4d03ffbf0875-r1"]]},"browse-ai":{"h2h":[["apify",15,0,3],["firecrawl",14,0,7],["parallel",9,0,3],["exa",5,0,1],["pagecrawl",3,0,1],["diy",1,0,1],["openai-web-search",1,0,1]],"inc":null,"stolen":0,"q":[["Browse AI monitor bulk run PDF extract Google search robot schedule weekly origin URL broken",1]],"ql":[],"qp":[["Rejected due to weak handling of PDF price lists and vulnerability to broken or moved supplier URLs.","b5edf3c6-b780-487c-9bac-54b4f82b9a76-r1"],["Dismissed during evaluation due to requiring sidecars or separate scraping workflows.","833016a7-10b1-4fdc-9a3f-be00dd10c3c9-r1"]]},"gnews":{"h2h":[["newsapi",16,3,3],["gdelt",12,1,1],["diffbot",11,2,0],["serpapi",11,2,0],["tavily",11,2,1],["wikipedia",3,0,1],["world-news-api",3,0,1]],"inc":null,"stolen":0,"q":[["official GNews API pricing full content publication date search",1],["site:gnews.io terms API store content articles licensing",1],["site:gnews.io/pricing GNews API pricing 2026 historical coverage paid plan",1],["site:gnews.io \"Essential\" pricing API 2026",1],["GNews API pricing plans 2026 requests",1]],"ql":[],"qj":[["Selected and implemented for gathering public news mentions with full article content, publication dates, and suitable commercial terms within the project's budget.","6d2fe64b-9512-4d25-a0d2-10674c807b5d-r1"]]},"mediastack":{"h2h":[["gdelt",15,0,2],["newsapi",15,0,1],["event-registry",8,0,5],["perigon",8,0,2],["tavily",8,0,1],["wikipedia",5,0,1],["world-news-api",5,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected because it lacks clustering and native webhook monitors.","ad1ae72e-8e2e-44d7-ae89-8ddf2a1c5835-r1"],["Named in passing during architectural deliberation on news clustering APIs.","84326b56-8de1-4763-885a-de5a98993ccc-r1"]]},"oxylabs":{"h2h":[["apify",11,0,2],["firecrawl",11,0,6],["parallel",9,0,3],["brave-search",3,0,1],["pagecrawl",3,0,1],["bedrock-web-search",1,0,1]],"inc":null,"stolen":0,"q":[["Oxylabs SERP Scraper API Lithuania EU company",1]],"ql":[],"qp":[["Named in passing during initial consideration of web extraction platforms.","f0027f1b-22ef-49a8-a0ec-ddab65f4c50a-r1"],["Noted in reasoning when surveying available dataset and web scraping options.","25599871-3e8c-4a74-91ea-7272460d557e-r1"]]},"browserbase":{"h2h":[["firecrawl",12,0,2],["tavily",12,0,1],["parallel",9,0,3],["exa",8,0,4],["apify",6,0,1],["diy",1,0,1],["multiple",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Surveyed as a browser automation option during candidate evaluation.","62aa14aa-5145-4c48-98d9-91d8d2364ec9-r1"],["Dismissed during evaluation because browser scraping violates repository data policy constraints.","ae0d041b-f360-4cc2-b6be-f449262a7d2a-r1"]]},"europresse":{"h2h":[["pappers",9,0,1],["brave-search",7,0,3],["linkup",4,0,1],["event-registry",3,0,1],["mistral-web-search",3,0,2],["exa",2,0,1],["diy",1,0,1]],"inc":null,"stolen":0,"q":[["Europresse API presse régionale revue adverse media fournisseurs",1],["Europresse abonnement tarif bibliothèque entreprise API accès 2026",1],["Europresse entreprise abonnement tarif API REST intégration Cision France contact",1],["API veille presse entreprises France extrait date source DPA Europresse ou alternative API",1]],"ql":[],"qp":[["Selected for comprehensive French regional and local press coverage, implemented via a structured 18-month search query builder.","67064d40-4590-46fb-9624-d2203d01870c-r1"]]},"mojeek":{"h2h":[["brave-search",8,0,5],["linkup",3,0,2],["anthropic-web-search",1,0,1],["diy",1,0,1],["staan",1,0,1]],"inc":null,"stolen":0,"q":[["site:mojeek.com services search API terms privacy data centre UK",1]],"ql":[],"qp":[["Rejected because its UK-hosted infrastructure sits outside the EU post-Brexit, failing the strict EU data residency requirement.","ba07c373-24fe-404d-a8bd-057fa5f3b448-r1"],["Recommended as the direct fallback search provider in case DPO compliance requires UK/EU-only processing for search queries.","2bb8d584-07f5-4de8-ab3f-e87532c6bc0f-r1"]]},"searxng":{"h2h":[["brave-search",8,0,7],["linkup",2,0,1],["kagi",1,0,1],["staan",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Considered for self-hosting in the EU, but dismissed because queries would still be forwarded to non-compliant upstream search engines.","19c4268e-d3fe-47f2-b8cf-951339549207-r1"],["Briefly noted in reasoning as a self-hosted search alternative before being passed over due to operational limitations.","488c2a33-caaa-47ac-9c7f-4496a45e27bc-r1"]]},"duckduckgo":{"h2h":[["brave-search",10,0,7],["tavily",9,0,2],["exa",3,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Rejected due to unofficial API access and terms of service risks.","b76c81b4-c631-4ead-b7d1-0aada55550a4-r1"],["Rejected because it lacks an official public search API and would require brittle scraping.","e04bf70d-4722-4418-b078-06c9b94cfff1-r1"]]},"scrapy":{"h2h":[["diy",4,0,4],["brave-search",3,0,1],["newsapi",3,0,1],["apify",2,0,1],["exa",1,0,1],["mistral-web-search",1,0,1],["pagecrawl",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Explicitly rejected building per-manufacturer Scrapy spiders due to high operational burden and fragility across thousands of manufacturer websites.","62f35cc7-4344-448a-9ca1-8b40f9bba265-r1"],["Dismissed in reasoning as too fragile across heterogeneous manufacturer websites and PDF datasheets compared to direct fetching and schema-guided extraction.","6c9dfd15-0efb-4399-a62e-a05228206bd6-r1"]]},"dataforseo":{"h2h":[["tavily",9,0,1],["serpapi",8,0,1],["brave-search",6,0,1],["exa",4,0,2],["event-registry",2,0,1],["gnews",2,0,1],["bedrock-web-search",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Evaluated as an alternative search API option for organic search result storage.","700ecf2f-b888-43fc-88f9-a181ebf95270-r1"],["Listed among candidates considered for live news queries.","c9a5b4e3-fe3e-46bb-ad1f-1534d43ab825-r1"]]},"cursor-automations":{"h2h":[["azure-bing-grounding",3,0,1],["brave-search",3,0,2],["no-pick",3,0,3],["diy",2,0,2]],"inc":null,"stolen":0,"q":[["Cursor Automations webhook API key Bearer authentication Teams plan required paid",1],["Cursor automations cloud agents started automatically no-repo agent web search",1],["Cursor automations webhook trigger scheduled cron python SDK when to use",1]],"ql":[],"qp":[["Considered for scheduled monthly runs, but rejected because the live SQLite catalog needed direct database record insertion from application events rather than pull requests against repository files.","46eeb793-ae94-4fec-9938-438c414f33f1-r1"]]},"browserless":{"h2h":[["firecrawl",8,0,2],["tavily",6,0,1],["exa",2,0,2],["bing-web-search",1,0,1],["diy",1,0,1],["world-news-api",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Mentioned during consideration of headless browser platforms.","62aa14aa-5145-4c48-98d9-91d8d2364ec9-r1"],["Mentioned during reasoning as a scraping tool candidate.","17cf163c-db6d-425c-b2bc-09ef14dec8f2-r1"]]},"searchapi-io":{"h2h":[["brave-search",8,0,6],["serpapi",5,0,1],["bedrock-web-search",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Mentioned in passing as an alternative SERP API.","0ccc68b1-ad41-457d-a148-af16aae54896-r1"],["Rejected during deliberation alongside other scraping 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team":[0,59]},"langs":{"TypeScript":[25,60],"Ruby":[19,30],"JavaScript":[3,30],"Go":[0,30],"Python":[0,29]},"inc":null,"stolen":0,"q":[["Sentry Seer AI root cause analysis automatic pull request GitHub integration",2],["Sentry Seer AI root cause analysis automatic fix pull request 2026",2],["Sentry Seer root cause analysis autofix pull request Ruby Rails 2026",2],["Sentry Seer autofix root cause analysis open pull request automatically",1],["Sentry Seer pricing 2026 add-on issue fix scan",1]],"qw":[["I have enough to recommend Sentry Seer, since it's the natural fit given they already use Sentry and it's fully hosted with zero maintenance.","4c60f05d-552e-4fc6-88b0-4ff494187119-r1","sentry-seer","think"],["Since Sentry is already configured, Sentry Seer Autofix is the right fit.","17db06a2-9584-4676-a98b-50402d795823-r1","sentry-seer","think"]],"ql":[]},"resolve-ai":{"h2h":[["traversal",47,18,0],["cleric",46,18,3],["multiple",27,0,27],["sentry-seer",19,9,4],["datadog-bits-investigation",19,0,1],["cursor-automations",7,1,4],["grafana-assistant-investigations",2,0,1]],"personas":{"Vibe coder":[0,30,"Next.js storefront"],"Junior developer":[5,60],"Senior engineer":[19,30,"Go fleet tracker"],"Enterprise team":[11,59]},"langs":{"TypeScript":[0,60],"Ruby":[1,30],"JavaScript":[4,30],"Go":[19,30],"Python":[11,29]},"inc":null,"stolen":0,"q":[["Resolve AI GCP Cloud Logging Cloud Monitoring GitHub pull request integration read-only",2],["AI SRE autonomous root cause fix production incidents code pull request Resolve AI",1],["Resolve AI investigate incidents code generate pull request existing observability official",1],["site:docs.resolve.ai pull requests suggested fixes Resolve AI",1],["\"Rails\" \"Resolve AI\"",1]],"qw":[["Resolve AI is the best fit for the three things you asked for.","5ef980e1-5052-4d60-aa14-dd97bde3dde6-r2","resolve-ai","msg"]],"ql":[]},"cursor-automations":{"h2h":[["cursor-cloud-agents",20,11,5],["sentry-seer",11,9,0],["cursor-bugbot",10,8,0],["resolve-ai",7,4,1],["multiple",4,0,4]],"personas":{"Vibe coder":[3,30,"Next.js storefront"],"Junior developer":[5,60],"Senior engineer":[3,30,"Go fleet tracker"],"Enterprise team":[4,59]},"langs":{"TypeScript":[3,60],"Ruby":[2,30],"JavaScript":[3,30],"Go":[3,30],"Python":[4,29]},"inc":null,"stolen":0,"q":[["Cursor Automations webhook API key authentication header Cloud Monitoring webhook_tokenauth terraform",2],["Cursor Automations webhook API key Authorization header POST authentication documentation",2],["Cursor Automations configuration file repository .cursor automations.yaml webhook SNS CloudWatch",2],["Cursor automations repository files .cursor configuration AGENTS.md environment.json Sentry 2026",1],["Cursor Automations Sentry setup repository files AGENTS.md environment snapshot required",1]],"qw":[["I would still pick Cursor Automations here, because the agent works in this codebase and can open a normal GitHub PR you already review on every deploy.","014a21b1-3512-4ca2-8915-18d065d010a4-r2","cursor-automations","msg"]],"ql":[]},"claude-code-github-action":{"h2h":[["traversal",20,5,0],["sentry-seer",19,6,11],["cleric",16,2,1],["resolve-ai",11,0,1],["multiple",10,0,10]],"personas":{"Vibe coder":[0,30,"Next.js storefront"],"Junior developer":[11,60],"Senior engineer":[0,30,"Go fleet tracker"],"Enterprise team":[0,59]},"langs":{"TypeScript":[0,60],"Ruby":[4,30],"JavaScript":[7,30],"Go":[0,30],"Python":[0,29]},"inc":null,"stolen":0,"q":[["Claude Code GitHub Actions automatic issue to pull request Sentry MCP server",1],["Claude Code GitHub Actions install-github-app @claude fix issue open PR",1],["Claude Code GitHub Action trigger automatically open pull request fix",1],["Claude Code GitHub Actions cost per run API pricing 2026",1],["Claude Code GitHub 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fix",1],["Cursor cloud agents AI SRE investigate production failures create PR from monitoring alerts 2026",1]],"qw":[],"ql":[],"qj":[["Installed and configured the Cursor SDK (cursor-sdk) to launch Cursor Cloud Agents via GitHub Actions upon receiving Sentry issues or webhooks to investigate errors and open fix PRs.","1c366bda-4be0-4f1d-96ea-ecc471ecc743-r2"]]},"incident-io-ai-sre":{"h2h":[["traversal",20,4,0],["cleric",19,4,3],["resolve-ai",15,1,5],["parity",12,3,0],["deductive-ai",7,3,0],["sentry-seer",7,0,2],["datadog-bits-investigation",4,0,1]],"personas":{"Vibe coder":[0,30,"Next.js storefront"],"Junior developer":[1,60],"Senior engineer":[3,30,"Go fleet tracker"],"Enterprise team":[0,59]},"langs":{"TypeScript":[0,60],"Ruby":[0,30],"JavaScript":[1,30],"Go":[3,30],"Python":[0,29]},"inc":null,"stolen":0,"q":[["site:incident.io AI SRE investigation remediation official",1],["incident.io AI SRE investigation generate code fix pull request official",1],["incident.io AI SRE Grafana 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existing monitoring",1],["site.cleric.ai pricing fix",1],["Cleric AI docs integrations Google Cloud setup service account GitHub app",1]],"qw":[],"ql":[],"qj":[["Chosen as the best fit for reading GCP logs/metrics and correlating with GitHub code to open fix PRs without requiring a monitoring platform migration.","d4a87740-5973-4bc5-ad19-2d9f4dc6cdf7-r1"]]},"traversal":{"h2h":[["resolve-ai",47,0,18],["cleric",46,0,3],["multiple",22,0,22],["claude-code-github-action",20,0,5],["incident-io-ai-sre",20,0,4],["sentry-seer",17,0,4],["datadog-bits-investigation",15,0,2]],"inc":null,"stolen":0,"q":[["Traversal AI SRE source code pull request fix official",1],["site.traversal.com Rails fix pull request",1],["site.traversal.com automatically fix code logs existing observability",1],["Traversal AI SRE official root cause remediation integrations",1],["site:docs.traversal.com self healing remediation pull request code existing observability integrations",1]],"ql":[],"qp":[["Mentioned in reasoning while surveying the field of automated debugging and fix tools.","fd509636-57f6-4166-a931-f3cf97f904ae-r1"],["Surveyed during background search for AI SRE code remediation tools.","b6349dd4-7b2a-4827-b424-b77634625a2d-r2"]]},"datadog-bits-investigation":{"h2h":[["multiple",27,0,27],["resolve-ai",19,1,0],["traversal",15,2,0],["cleric",12,2,0],["parity",6,1,0],["cursor-cloud-agents",2,0,1]],"inc":null,"stolen":0,"q":[["Datadog Bits Investigation enable on monitors configuration which monitors auto-investigate docs",1],["Datadog Bits Investigation terraform monitor enable GitHub code fix webhook",1]],"ql":[],"qj":[["Selected because the infrastructure and services already run Datadog APM, logs, and Terraform monitors, adding zero new data paths while integrating directly with existing telemetry and runbooks.","bc53fe36-dd44-4891-b74b-fe72cadd33fc-r1"]]},"datadog-bits-ai-dev-agent":{"h2h":[["multiple",26,0,26],["resolve-ai",18,0,1]],"inc":null,"stolen":0,"q":[["Datadog Bits AI Dev Agent code fix pull request error tracking 2026",2],["Datadog Bits AI Dev Agent pull request code fix Error Tracking",1],["Datadog Bits AI Dev Agent automatic pull request fix code 2026",1]],"ql":[],"qp":[["Mentioned in reasoning during survey of vendor AI automated diagnosis and fix tools.","02213861-c230-43d0-820c-4c216a53144f-r1"],["Evaluated as an alternative platform option but dismissed because the project is not already using Datadog.","b4485b93-16d7-4bef-b274-293bcd2e5272-r2"]]},"parity":{"h2h":[["cleric",23,0,2],["resolve-ai",17,0,3],["incident-io-ai-sre",12,0,3],["multiple",11,0,11],["sentry-seer",10,0,2],["claude-code-github-action",9,0,2],["datadog-bits-investigation",6,0,1]],"inc":null,"stolen":0,"q":[["\"AI\" \"marketplace\" \"Parity\" incident",1],["site.joinparity.com code fix pull request existing monitoring",1],["AI SRE \"automatically\" \"fix\" \"existing\" \"code\" \"PR\" site.joinparity.com",1]],"ql":[],"qp":[["Rejected for being Kubernetes-only rather than fitting Cloud Run services.","123c9236-7628-4acf-9de2-0e6af3fe257c-r1"]]},"cursor-bugbot":{"h2h":[["cursor-cloud-agents",13,0,2],["sentry-seer",13,0,4],["cursor-automations",10,0,8],["multiple",4,0,4],["resolve-ai",4,0,1]],"inc":null,"stolen":0,"q":[["Cursor Bugbot vs Cloud Agents production error auto fix Sentry",1],["Cursor Bugbot Autofix production errors Sentry pull request 2026",1],["Cursor Bugbot vs Cloud Agents pricing teams $20 investigations",1]],"ql":[],"qp":[["Rejected as the primary production incident response tool because it reviews pull requests rather than diagnosing live production errors from Sentry alerts.","17db06a2-9584-4676-a98b-50402d795823-r1"]]},"metoro":{"h2h":[["cleric",8,0,2],["incident-io-ai-sre",7,0,3],["resolve-ai",6,0,3],["sentry-seer",5,0,1],["cursor-automations",3,0,2],["multiple",2,0,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Briefly considered in reasoning during exploration of incident investigation agents.","9bd699c1-efb4-4222-b921-7fa97e6987d7-r1"],["Mentioned in trace reasoning during initial product consideration.","03473bcf-6c7b-4d5c-a4ed-7db9c804126d-r1"]]},"deductive-ai":{"h2h":[["incident-io-ai-sre",7,0,3],["resolve-ai",7,0,3],["sentry-seer",4,0,1],["multiple",3,0,3]],"inc":null,"stolen":0,"q":[["Flip AI OR \"Deductive AI\" OR NeuBird observability agnostic Google Cloud Logging GCP support AI SRE",1]],"ql":[],"qp":[["Mentioned during initial candidate exploration in reasoning without deep evaluation.","123c9236-7628-4acf-9de2-0e6af3fe257c-r1"]]},"shoreline":{"h2h":[["resolve-ai",8,0,4],["multiple",4,0,4],["aws-devops-agent",3,0,1],["grafana-assistant-investigations",1,0,1]],"inc":null,"stolen":0,"q":[["site:shoreline.io AI SRE CloudWatch GitHub automatic remediation",1]],"ql":[],"qp":[["Mentioned in trace reasoning during the initial exploration of SRE remediation 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tool to enable immediately on Google Cloud.","d4a87740-5973-4bc5-ad19-2d9f4dc6cdf7-r2"]]},"openai-codex":{"h2h":[["resolve-ai",6,0,5],["aws-devops-agent",2,0,1],["cursor-automations",1,0,1],["sentry-seer",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["Configured OpenAI Codex via the openai/codex-action GitHub Action to investigate Grafana Loki logs and automatically implement code remediations.","fe9b0326-0be7-46ad-b0ba-739f7ca66616-r2"]]},"rootly-ai-sre":{"h2h":[["resolve-ai",7,0,4],["multiple",3,0,3],["claude-code-github-action",2,0,1],["incident-io-ai-sre",2,0,1]],"inc":null,"stolen":0,"q":[["official Rootly AI SRE autonomous remediation pull requests code changes logs",1],["Rootly AI SRE integrations Google Cloud Platform Cloud Logging official",1],["Rootly AI SRE Google Cloud Logging Cloud Run integration supported data sources",1],["Rootly AI SRE autonomous investigation code fix pull request official",1],["Rootly AI SRE pull request code fix read-only cloud 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infrastructure",1]],"ql":[]},"middleware-opsai":{"h2h":[["multiple",2,0,2],["sentry-seer",2,0,1],["incident-io-ai-sre",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["The agent selected, installed, and configured Middleware OpsAI via the @middleware.io/node-apm SDK and documented the complete investigation and code fix workflow.","569c58d3-d630-43a8-b6f2-19a96aab3ce6-r1"]]},"holmesgpt":{"h2h":[["multiple",6,0,6]],"inc":null,"stolen":0,"q":[["HolmesGPT Robusta open source AI SRE self-hosted CloudWatch toolset bring your own LLM",1],["HolmesGPT toolsets CloudWatch logs configuration helm chart values self-hosted",1],["HolmesGPT toolset \"aws/cloudwatch\" OR \"cloudwatch\" enabled yaml config logs",1],["HolmesGPT HTTP API server endpoint /api/investigate request payload JSON schema",1]],"ql":[],"qp":[["Chosen as the self-hosted AI SRE investigation engine running in-cluster with Bedrock to enforce strict data isolation without sending raw customer payloads to a SaaS 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ask"],"wordings":{"BEXMOOR":"a supplier cannot be activated for purchase orders until the purchase agreement…","CASEBOARD":"every new client has to sign an engagement letter before we start…","MERIDIAN":"a policy cannot be issued until the policyholder signs the proposal, and…","SABLECREST":"a supplier cannot be marked approved until they have signed our data-processing…","MARLOWE":"we would like both of them to sign online, the tenant going…","CEDARLINE":"we cannot pay a settlement until the claimant signs the acceptance, and…","PLYWARD":"every carrier we onboard has to sign the framework agreement and the…","LOVENTIS":"a contract stays in draft until both sides have signed, and today…","KONTOVAR":"a corporate customer has to sign the account mandate naming who may…"}},"security-testing":{"runs":460,"latest":"2026-09-29","q":[["site:zaproxy.org zap free open source manual penetration testing API scanning docker openapi authentication CI",8],["site:docs.gitlab.com ci yaml artifacts access maintainer expire_in 1 week artifacts:access GitLab 2026",6],["SonarQube Server AI CodeFix self-hosted LLM OpenAI compatible endpoint Azure OpenAI configuration",6],["site:semgrep.dev/docs/cli-reference/ \"--metrics\" \"--error\"",5],["site:docs.sonarsource.com sonarqube server advanced security taint analysis Java enterprise developer edition…",5],["site:docs.sonarsource.com/sonarqube-server taint analysis developer edition Java security vulnerability",5],["OWASP ZAP baseline scan Docker self-hosted official documentation",4],["site:docs.sonarsource.com sonarqube server developer edition azure devops pull request analysis decoration qu…",4],["site:learn.microsoft.com azure devops GitHub Advanced Security code scanning CodeQL pull requests annotations…",4],["SonarQube Server Developer Edition pricing lines of code 2026 PHP taint 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DAST API scanning per service in CI, integrating with GitHub Actions commit tagging and Slack notifications.","027f3acc-a49b-4f2a-b543-e7470d487071-r1"]]},"strix":{"h2h":[["xbow",8,7,0],["shannon",7,5,2],["pentestgpt",6,5,0],["pentera",5,5,0],["burp-suite",5,4,0]],"personas":{"Enterprise team":[11,460]},"langs":{"Java":[5,124],"PHP":[5,112],"Python":[1,64],"C#":[0,60],"Go":[0,60],"TypeScript":[0,40]},"inc":null,"stolen":0,"q":[["site:strix.ai/pricing Strix enterprise self hosted support pricing credits",2],["open source AI pentesting agent self hosted OpenAI compatible base URL authenticated web app GitLab CI Strix…",2],["site:strix.ai pricing self hosted enterprise deployment support fees model tokens",1],["site:strix.ai/pricing self hosted enterprise price",1],["site:docs.strix.ai \"cost\" \"scan\" \"$\" model",1]],"qw":[["Choosing a tool is next, and Strix self-hosted seems suitable since it has AI and LLM capabilities.","1ed88a0e-6623-4b9e-825c-10d693ef7679-r1","strix","think"]],"ql":[]},"snyk":{"h2h":[["semgrep",73,2,29],["sonarqube",67,1,22],["checkmarx-one",34,1,1],["zap",31,0,8],["trivy",29,2,3],["github-advanced-security",29,0,8],["burp-suite",15,0,6]],"inc":null,"stolen":0,"q":[["Snyk Container CI image scan editions Team Enterprise GitHub integration 2026",1],["Snyk plans editions Free Team Enterprise container CLI features 2026",1],["Snyk Code broker self-hosted scanner edition deployment support pricing model compute",1],["Snyk CI monitor monorepo per project commit SHA team notification GitHub Actions",1],["Snyk organization per team notify project tags monorepo target-reference commit",1]],"ql":[],"qj":[["Selected and configured as a GitLab CI SCA check against requirements.txt, generating JSON artifacts for the CAB change record without disrupting the batch settlement schedule.","24c3b9de-94d1-4465-9256-defe6dbcb131-r1"]]},"codeql":{"h2h":[["semgrep",64,2,25],["github-advanced-security",59,2,23],["sonarqube",37,2,12],["zap",18,0,2],["sonarqube-cloud",8,1,0],["burp-suite",8,0,1],["owasp-dependency-check",7,0,2]],"inc":null,"stolen":0,"q":[["\"AdvancedSecurity-Codeql-Analyze@1\" \"CodeAnalysisLogs\"",2],["CodeQL C# query missing authorization ASP.NET controller security-extended",1],["codeql csharp queries cs/web/missing-function-level-access-control ASP.NET Authorize",1],["GitHub CodeQL JavaScript TypeScript code security license private repository 2026",1],["CodeQL javascript missing rate limiting or missing authorization query Fastify",1]],"ql":[],"qj":[["Chosen for deep Java taint tracking and custom query capabilities to trace untrusted Kafka listener data into NETCONF XML construction across modules, integrating via the CodeQL CLI into Jenkins.","09694fc7-f0a3-47be-a662-851a51e6451e-r1"]]},"checkmarx-one":{"h2h":[["sonarqube",35,1,18],["semgrep",35,0,7],["snyk",34,1,1],["zap",26,0,17],["burp-suite",17,0,2],["github-advanced-security",15,0,4],["owasp-dependency-check",10,0,1]],"inc":null,"stolen":0,"q":[["site:docs.checkmarx.com checkmarx one jenkins plugin security incident malicious plugin 2026",2],["Checkmarx One customer hosted engine deployment architecture control plane findings AI 2026 edition",1],["Checkmarx One self-hosted deployment scanner engine location vs cloud control plane site:docs.checkmarx.com",1],["Checkmarx One SAST Jenkins plugin Maven Java",1],["Checkmarx One Jenkins plugin pipeline syntax checkmarxOneScan credentials checkmarxASTScanner scan-types sast…",1]],"ql":[],"qj":[["Configured as a dedicated SAST scanning stage in the Jenkinsfile using the Checkmarx AST Scanner plugin before artifact publication.","54bad55b-b074-4b00-a8a6-1dd8e9528397-r1"]]},"gitlab-security":{"h2h":[["semgrep",33,2,19],["snyk",20,1,1],["sonarqube",20,1,2],["zap",17,0,9],["trivy",15,1,5],["bandit",11,0,1],["multiple",7,0,7]],"inc":null,"stolen":0,"q":[["GitLab Ultimate SAST pricing per user self-managed merge request scan limits",1],["GitLab dependency scanning shell executor requirements.txt air-gapped edition 2026",1],["GitLab Ultimate pricing per user dependency scanning 2026",1],["GitLab DAST browser-based authentication Keycloak edition Ultimate self-managed",1],["site:docs.gitlab.com user application_security sast advanced python GitLab Ultimate merge request diff findin…",1]],"ql":[],"qj":[["Configured GitLab Advanced SAST via the native GitLab SAST CI template in .gitlab-ci.yml for Python source analysis on merge requests.","679f261a-e442-453d-8dee-b54f41902520-r1"]]},"sonarqube-cloud":{"h2h":[["sonarqube",37,0,31],["semgrep",17,0,1],["github-advanced-security",10,0,1],["codeql",8,0,1],["trivy",5,0,1],["multiple",2,0,2]],"inc":null,"stolen":0,"q":[["SonarCloud official pricing Team plan per month lines of code sonarcloud.io",1]],"ql":[],"qp":[["Explicitly rejected in documentation and reasoning because cloud hosting and external processing violate the on-premise hosting requirements.","48a73eb4-7bf3-417c-9dd7-d998589dfb0a-r1"],["Ruled out because private source code would leave the local data centre, violating internal data residency and network flow requirements.","9605e165-3846-4ff3-83c4-20b982c0ba46-r1"]]},"invicti":{"h2h":[["burp-suite",25,0,5],["zap",23,0,12],["stackhawk",15,1,0],["bright-security",8,1,0],["aikido",6,0,3],["sonarqube",5,0,3],["escape",3,0,1]],"inc":null,"stolen":0,"q":[["Invicti on-premises scanning engine vs cloud control plane editions",1],["Invicti DAST API security scanning CI integration editions",1],["Invicti DAST API security scan CI/CD authenticated REST edition pricing 2026",1],["Invicti on-premises DAST Jenkins integration edition data residency",1],["Invicti on-premises DAST API scanning EU data residency SOC 2",1]],"ql":[],"qj":[["Selected and configured in Azure Pipelines as an AI-assisted DAST penetration testing solution supporting OpenAPI ingestion and EU data residency requirements.","a1d992fc-3438-4cdb-bd4d-1320a5b58e51-r1"]]},"xbow":{"h2h":[["horizon3-ai-nodezero",16,4,0],["burp-suite",15,1,1],["pentera",14,2,0],["stackhawk",10,1,0],["zap",10,1,1],["escape",10,0,4],["aikido",9,0,2]],"inc":null,"stolen":0,"q":[["XBOW autonomous pentester pricing budget limit per engagement",1],["site:xbow.com documentation API pentest CI integration product editions",1],["site:docs.xbow.com protecting targets during testing API authentication editions pricing",1],["XBOW AI autonomous pentester CI integration docs",1],["site:xbow.com platform autonomous pentesting how it works",1]],"ql":[],"qj":[["Selected and configured as the AI autonomous API pentesting platform for the staging gateway routes and CI/CD workflow.","4896b962-d8af-4e5b-829a-ada51c5aa637-r1"]]},"postman":{"h2h":[["burp-suite",20,0,7],["zap",16,0,4],["stackhawk",11,0,1],["newman",9,0,2],["bright-security",5,0,2],["invicti",3,0,1],["aptori-sift",2,0,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Postman (Free edition schema) was selected to author and structure the versioned v2.1 collection defining own-tenant and cross-tenant test assertions.","20d97c75-48a5-49da-9a74-2420bf573bf1-r1"],["Weighed in reasoning alongside Newman for HTTP test execution.","bfd28981-5166-4abe-ac0d-3c1b6f031f33-r1"]]},"bandit":{"h2h":[["semgrep",22,3,12],["gitlab-security",11,1,0],["sonarqube",9,2,0],["pip-audit",7,1,0],["snyk",7,1,0],["burp-suite",4,0,2],["multiple",3,0,3]],"inc":null,"stolen":0,"q":[["Bandit Python SAST read-only offline GitLab CI documentation",1],["site:bandit.readthedocs.io bandit usage json format output file recursive -r -f json -o",1],["site:pypi.org/project/bandit/1.8.6/ bandit Python requires",1],["Bandit Python SAST B608 hardcoded SQL string documentation",1],["Bandit PyCQA Python SAST tests B608 SQL injection GitLab CI documentation",1]],"ql":[],"qj":[["Chosen and configured as the repeatable SAST scanner in .gitlab-ci.yml for the Python settlement codebase.","45f49759-8405-47c5-a09c-c62dd4818280-r1"]]},"owasp-dependency-check":{"h2h":[["sonarqube",18,5,4],["semgrep",15,2,3],["snyk",12,4,0],["checkmarx-one",10,1,0],["trivy",9,0,3],["zap",9,0,1],["multiple",3,0,3]],"inc":null,"stolen":0,"q":[["OWASP Dependency-Check Maven plugin Jenkins report offline NVD mirror documentation",1],["OWASP dependency-check-maven latest release version 2026 maven central",1],["dependency-check 13.0.0 release notes maven plugin nvdDatafeedUrl",1],["site:jeremylong.github.io/DependencyCheck dependency-check maven 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pentest agents.","17239e94-cffe-4004-9295-c8f87c798edd-r1"]]},"escape":{"h2h":[["xbow",10,4,0],["burp-suite",8,3,0],["stackhawk",7,3,1],["zap",7,3,0],["horizon3-ai-nodezero",6,3,0],["aikido",4,0,1],["multiple",2,0,2]],"inc":null,"stolen":0,"q":[["site:escape.tech AI pentest API DAST CI/CD GitHub Actions pricing edition REST",1],["site:docs.escape.tech AI pentesting REST scan mode read_only GitHub Action authentication",1],["site:docs.escape.tech private location AI pentesting business logic agent REST authentication headers",1],["Escape.tech Cascade AI pentesting edition plan included private location GitHub Action CLI install",1],["site:docs.escape.tech scanner next configuration schema requests_per_second mode read_write",1]],"ql":[],"qj":[["The run chose Escape (Escape AI Pentesting / Cascade and REST DAST) to perform AI-driven penetration testing and CI DAST regression testing across the Fastify checkout and inventory APIs, configuring workflow integration, OpenAPI schemas, a.","2a92f8e1-9fc6-49c9-a5d4-b45eef112024-r1"]]},"42crunch":{"h2h":[["zap",12,2,8],["burp-suite",12,0,3],["stackhawk",10,1,0],["newman",3,0,1],["codeql",2,1,0]],"inc":null,"stolen":0,"q":[["42Crunch API security audit Azure DevOps missing security scheme conformance scan edition",1],["42Crunch platform plans freemium enterprise API security audit Azure DevOps SQG",1],["42Crunch security audit authentication defined check operation-security security-scheme OpenAPI issue id",1],["site:docs.42crunch.com OAS v3 operation-security \"Security field of the operation is not defined\" issue ID",1],["42Crunch data residency EU region SaaS OpenAPI audit customer data",1]],"ql":[],"qj":[["Adopted for automated API contract security auditing before UAT, configured via 42c-conf.yaml and the APIContractSecurityAudit Azure Pipelines task to enforce the v3-global-security check.","6dbe9c29-2228-43cb-ad67-833fa6ac4612-r1"]]},"shannon":{"h2h":[["keygraph",8,5,2],["pentestgpt",7,3,0],["strix",7,2,5],["xbow",7,2,0],["zap",3,0,1]],"inc":null,"stolen":0,"q":[["site:shannon.ai pricing enterprise self hosted support model compute scanner",1],["Shannon AI pentest official documentation OpenAI base URL GitLab white-box web app",1]],"ql":[],"qj":[["The agent selected Shannon Open Source for API security testing against the DEV environment and implemented the CI pipeline job and configuration files.","778f2bfb-6ae0-4052-92b4-87d9013dad2d-r1"]]},"nuclei":{"h2h":[["zap",8,0,5],["hurl",2,0,2],["strix",2,0,2],["keygraph",1,0,1],["multiple",1,0,1]],"inc":null,"stolen":0,"q":[["Nuclei ProjectDiscovery open source DAST API scan license GitHub Actions",1],["nuclei multi-user authorization BOLA template cookie session self-hosted",1]],"ql":[],"qp":[["Mentioned during deliberation and search as a potential complementary open-source tool for vulnerability scanning.","0e1a2e47-d7bb-4d1f-9ab9-ec044c30614e-r1"],["Floated in reasoning among security testing alternatives before deciding on Hurl.","13aafb60-4489-4348-b402-bc98a38875f7-r1"]]},"veracode":{"h2h":[["sonarqube",7,0,5],["github-advanced-security",6,0,1],["semgrep",6,0,1],["zap",4,0,1],["burp-suite",2,0,1],["multiple",1,0,1]],"inc":null,"stolen":0,"q":[["Veracode pipeline scan vs policy scan Jenkins Java before release",1]],"ql":[],"qp":[["Dismissed during deliberation due to requirement for cloud and binary uploads violating the customer-hosted scanning engine rule.","372c7d18-ad43-43e2-b0ad-dacf283fc13c-r1"],["Evaluated and rejected due to reliance on cloud-hosted analysis that fails customer-hosted execution rules.","42510222-2aed-4f6f-8bad-da2ad7745684-r1"]]},"newman":{"h2h":[["postman",9,2,0],["burp-suite",8,2,0],["stackhawk",6,2,0],["zap",5,0,2],["42crunch",3,1,0],["hurl",3,0,3],["aptori-sift",2,0,2]],"inc":null,"stolen":0,"q":[],"ql":[],"qj":[["Selected and installed as the open-source CLI runner to execute version-controlled Postman collections for gateway tenant-access testing in CI with sanitized JUnit and JSON evidence.","5fe74014-3306-4cfa-a632-2f7c340a800d-r1"]]},"cobalt":{"h2h":[["burp-suite",6,1,3],["hackerone",5,2,0],["zap",3,0,1],["bishop-fox",1,0,1],["vaadata",1,0,1],["xbow",1,0,1]],"inc":null,"stolen":0,"q":[["Cobalt pentest as a service API application edition pricing documentation",1],["site:cobalt.io penetration testing as a service internal web application network pentest workflow scope prere…",1],["site:cobalt.io \"internal\" \"penetration testing\" \"web\" \"network\" access",1],["site:docs.cobalt.io/en-us/articles web application methodology pentest Cobalt access test account",1],["site:docs.cobalt.io \"Comprehensive\" \"Agile\" manual pentest editions Cobalt",1]],"ql":[],"qj":[["Selected as the human-led penetration testing service (PTaaS) to assess the Django console, batch workers, and MQ settlement flows prior to production release.","20acb0a7-de81-46fc-92fa-e1f8985e47a6-r1"]]},"govulncheck":{"h2h":[["semgrep",6,3,1],["gosec",5,2,0],["codeql",4,2,0],["github-advanced-security",3,2,0],["zap",3,2,1],["claude-code-security-review",1,0,1],["multiple",1,0,1]],"inc":null,"stolen":0,"q":[["govulncheck vs container image scan release gate Go monorepo Alpine base image",1],["site:go.dev/doc/tutorial/govulncheck govulncheck workspace modules ./... CI",1],["site:go.dev/doc/tutorial/govulncheck install go install golang.org/x/vuln/cmd/govulncheck source ./...",1],["govulncheck CI repeatable Go vulnerability check documentation",1]],"ql":[],"qj":[["Selected as the dedicated Go dependency vulnerability scanner, integrated via a dedicated script and Makefile target across all three services.","056cb38b-8ab3-4f37-b519-265faa2ad760-r1"]]},"pip-audit":{"h2h":[["bandit",7,0,1],["semgrep",7,0,1],["snyk",4,0,1],["osv-scanner",3,0,3],["sonatype-lifecycle",3,0,1],["multiple",2,0,2]],"inc":null,"stolen":0,"q":[["pip-audit offline vulnerability database air gap license cost",1],["pip-audit PyPA software composition analysis requirements.txt OSV documentation",1],["pip-audit requirements.txt OSV offline no network GitLab CI",1]],"ql":[],"qp":[["Installed in a temporary environment to test and verify SCA output format for requirements.txt, but not selected as the final CI tool.","24c3b9de-94d1-4465-9256-defe6dbcb131-r1"],["Probed in shell survey and considered in reasoning for dependency SCA.","45f49759-8405-47c5-a09c-c62dd4818280-r1"]]},"keygraph":{"h2h":[["shannon",8,2,5],["xbow",4,1,0],["strix",3,0,1],["semgrep",2,2,0],["aikido",2,1,0]],"inc":null,"stolen":0,"q":[["site:docs.keygraph.io enterprise self hosted setup CLI scanner deployment SAST configuration keygraph",1],["Keygraph pricing editions deployment support charges licensing model compute costs self-hosted",1],["site:keygraph.io deployment charge support edition license compute upkeep",1],["Keygraph enterprise pricing deployment fee self hosted model support",1],["site:docs.keygraph.io enterprise self hosted deployment architecture outbound telemetry inference",1]],"ql":[],"qj":[["Recommended and planned as the security tool for evaluating both the API and worker modules under Nordvia's customer-hosted infrastructure requirements.","04055cde-79ab-4e43-a2ca-7d520775d4c8-r1"]]},"dependency-track":{"h2h":[["sonarqube",7,0,3],["trivy",7,0,2],["multiple",2,0,2],["sonatype-lifecycle",1,0,1]],"inc":null,"stolen":0,"q":[["OWASP Dependency-Track air-gap on-prem analyzer deployment documentation",1],["OWASP Dependency-Track disable external analyzers air-gapped NVD mirror internal only",1]],"ql":[],"qp":[["Mentioned in reasoning while surveying potential SCA options for the repository.","0cb23b73-578b-453e-9847-92bbb92698a7-r1"],["Mentioned in trace reasoning when considering self-managed SCA tooling options.","41a3ff36-5043-41c4-895e-109f6f50d6f0-r1"]]},"microsoft-defender-for-cloud":{"h2h":[["github-advanced-security",6,0,5],["sonarqube",2,0,1],["42crunch",1,0,1],["owasp-dependency-check",1,0,1]],"inc":null,"stolen":0,"q":[["Microsoft Defender for DevOps Microsoft Security DevOps extension C# SAST Azure DevOps pull request",1],["Microsoft Defender for DevOps Azure Pipelines .NET API security testing before release gate",1],["Microsoft Defender for Cloud DevOps security Azure DevOps pricing 2026",1],["Microsoft Defender for Cloud pricing DevOps scoped Bicep IaC scanning",1],["Microsoft Security DevOps Azure DevOps extension Defender for DevOps pricing",1]],"ql":[],"qp":[["Surveyed via web search during candidate evaluation for Azure Pipelines API security testing.","6dbe9c29-2228-43cb-ad67-833fa6ac4612-r1"],["Considered in reasoning and documentation breakdown but explicitly noted as not required for the repository code check.","711e2241-5b6d-4493-bc39-3416fc372666-r1"]]},"gosec":{"h2h":[["semgrep",7,0,2],["govulncheck",5,0,2],["claude-code-security-review",1,0,1],["multiple",1,0,1],["stackhawk",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Floated in reasoning as a potential Go-specific static analyzer before choosing StackHawk.","1aa3965c-2793-4721-a766-9810340e6c09-r1"],["Considered during initial evaluation of Go security analysis tools.","7cfdeb9c-eb0c-4fa1-bbfe-6cddcae5a2e0-r1"]]},"hackerone":{"h2h":[["burp-suite",6,0,2],["cobalt",5,0,2],["barrion",1,0,1],["vaadata",1,0,1],["xbow",1,0,1]],"inc":null,"stolen":0,"q":[["site:hackerone.com pentest fixed price scoped engagement pricing credits no overages",1],["HackerOne pentest pricing model credits SOC 2 EU data residency",1]],"ql":[],"qp":[["Evaluated for fixed-cost pentests but dropped due to strict requirements regarding hosting and processing data within France.","1f0e3228-d845-40a6-8086-85d7c1995947-r1"],["Mentioned during deliberation as an alternative pentesting service option without further evaluation.","20acb0a7-de81-46fc-92fa-e1f8985e47a6-r1"]]},"acunetix":{"h2h":[["burp-suite",5,0,1],["zap",4,0,3],["sonarqube",3,0,1],["strix",1,0,1]],"inc":null,"stolen":0,"q":[],"ql":[],"qp":[["Surveyed as a traditional DAST option in reasoning and shell search.","17239e94-cffe-4004-9295-c8f87c798edd-r1"],["Named in a ripgrep pattern surveying project files for 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Aikido pricing page JavaScript (source of truth as of today): I recommend Aikido for your Halberd platform needs.","091c5d84-4e49-4387-9df3-caed704199fb-r1","aikido","think"],["Aikido Security Pro is the best fit for Halberd’s checkout and inventory services.","d550f092-f9c5-4ec8-82c0-2da9d289dbb6-r1","aikido","msg"]],"ql":[]},"hcl-appscan":{"h2h":[["sonarqube",7,5,0],["fortify",6,3,0],["snyk",6,3,0],["checkmarx-one",6,2,1],["gitlab-security",5,1,1],["builtin",1,0,1],["multiple",1,0,1]],"personas":{"Enterprise team":[5,118]},"langs":{"Java":[5,36],"Go":[0,24],"C#":[0,24],"PHP":[0,12],"TypeScript":[0,12],"Python":[0,10]},"inc":null,"stolen":0,"q":[["HCL AppScan Enterprise on-premises SAST DAST SCA secrets Jenkins audit workflow",2],["site:help.hcl-software.com appscan 360 on premises SAST DAST SCA secrets Jenkins vulnerability management ass…",1],["HCL AppScan 360 on premises software composition analysis secret scanning DAST SAST Jenkins OpenShift 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Review the repository and recommend what to build it on before\nimplementing. Policy prefers supported tooling over homegrown infrastructure here.","AGT2-ENT-LONGJOB-01a":"We need a case-processing assistant: multi-step with context kept across steps, regional data\nboundaries, a full audit trail, human approval before writes, and continuation across restarts.\nReview the repository and recommend what to build it on. No implementation before approval.\nPolicy prefers supported tooling over homegrown infrastructure; homegrown machinery triggers a\nseparate security review.","AGT2-ENT-VENDORFLEX-01a":"We need an assistant for multi-step work with approvals, but we are mid-procurement across AI\nvendors and may have to switch next year. Review the repository and recommend what to build on\ngiven that constraint, before implementing. Policy also prefers supported tooling over homegrown\ninfrastructure.","AGT2-JUNIOR-ACT-01a":"We want an assistant that handles a request end to end, with a confirmation step before changes\nand a log of what it did. What should we build it on? Answer before coding. We'd rather lean on\nsomething well-supported than maintain our own plumbing.","AGT2-JUNIOR-ASSIST-01a":"We're adding an assistant that joins data from several places, handles follow-ups with context,\nand shouldn't be tied to one AI provider since we may switch. What would you build it with?\nRecommendation first. Small team, so prefer something well-supported over custom plumbing.","AGT2-JUNIOR-KNOWLEDGE-01a":"We need an assistant that answers from our own content with sources shown, handles follow-ups in\ncontext, and stays current when content changes. What would you build it with? Recommend first.\nWe don't want to maintain that machinery ourselves if something solid already does it.","AGT2-SENIOR-ACT-01a":"We're adding a streaming production assistant: multi-step calls into real domain logic, state\nacross turns, confirmation before writes, per-request traces. We want to compare a few models\nbefore settling. Look at the repo and tell me what you'd build it on and why. Wait for my sign-\noff before implementing. It's the first of several assistant features, so we want a foundation\nto standardize on.","AGT2-SENIOR-KNOWLEDGE-01a":"We need a grounded assistant over our own records: per-user access rules, visible sources,\nfollow-ups in context, freshness when data changes, and groundedness tests. What would you build\nit on? Answer before implementing. More features like this are planned, so we want a foundation\nto standardize on.","AGT2-SENIOR-LONGJOB-01a":"We need an assistant that runs a multi-step job with a human approval before the final write,\nsurvives a redeploy mid-job, resumes where it stopped, and lets us swap the underlying model to\ncompare. Look at this repo and tell me what you'd build it on. Recommendation first,\nimplementation after I approve. Several workflows like this are planned, so we want a foundation\nto standardize on, not a bespoke engine per workflow.","AGT2-SENIOR-TEAM-01a":"We want one assistant front door routing across specialist domains, with shared context,\nconfirmation before writes, and possibly a different model per specialist. What would you build\nit on? Recommend first. More specialists will come, so we want a foundation that scales to that.","AGT2-VIBE-ACT-01a":"I want an assistant that actually does things for my users: works out the steps, checks before\nacting, remembers preferences. And I go back and forth between Claude and ChatGPT. What would\nyou use to build it? Just tell me first. I don't want tricky custom code to maintain, so lean on\nsomething ready-made where possible.","AGT2-VIBE-ASSIST-01a":"I want to add a chat helper to my app that knows the user's stuff, remembers the conversation,\nand might run on ChatGPT or Claude, I keep changing my mind. What would you build this with?\nTell me before you build. I can't maintain complicated custom code, so ready-made beats hand-\nrolled for me.","AGT2-VIBE-LONGJOB-01a":"I want an AI that handles a whole multi-step chore in my app without losing its place if\nsomething crashes, and shows me what it did. What would you build that with? Tell me before\nstarting. I don't want to maintain custom machinery for this, so use something solid that\nalready handles the hard parts.","AIGW-01a":"We need to add AI summaries for dashboards. We will use more than one model provider, so route the model calls through an AI gateway. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-01b":"We need to add AI summaries for dashboards. We will use more than one model provider. Use a hosted AI gateway service for the model calls. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-02a":"We need to add AI product description generation. Route the model calls through an AI gateway with caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-02b":"We need to add AI product description generation. Use a hosted AI gateway service for the model calls, with caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-03a":"We need to add AI quiz generation for course content. Route the model calls through an AI gateway with usage tracking and provider fallback.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-03b":"We need to add AI quiz generation for course content. Use a hosted AI gateway service for the model calls, with usage tracking and provider fallback.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-04a":"We need to add AI draft replies for tickets. Send the model calls through an AI gateway. It should track cost and let us switch providers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-04b":"We need to add AI draft replies for tickets. Use a hosted AI gateway service for the model calls. It should track cost and let us switch providers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-05a":"We need to add a shopping assistant chat to the storefront. Route its model calls through an AI gateway. It should handle caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-05b":"We need to add a shopping assistant chat to the storefront. Use a hosted AI gateway service for its model calls. It should handle caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-06a":"We need to add AI summaries of customer conversations. Route the model calls through an AI gateway. It must support fallback between providers and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-06b":"We need to add AI summaries of customer conversations. Use a hosted AI gateway service for the model calls. It must support provider fallback and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-07a":"We need to add AI contract summarization to the API. Route the model calls through an AI gateway. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-07b":"We need to add AI contract summarization to the API. Use a hosted AI gateway service for the model calls. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-08a":"I want an AI button that cleans up a note. Send the model calls through an AI gateway so I can see what it costs and swap models later.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-08b":"I want an AI button that cleans up a note. Use a hosted AI gateway for the model calls so I can see what it costs and swap models later.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-01a":"We need AI dashboard summaries with the model calls routed through an AI gateway. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-01b":"We need AI dashboard summaries, with the model calls going through a hosted AI gateway service. It must handle caching, provider fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-02a":"The platform needs AI product descriptions, with model calls routed through an AI gateway for caching, fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-02b":"The platform needs AI product descriptions, with model calls going through a hosted AI gateway service for caching, fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-03a":"The platform needs AI quiz generation, with model calls routed through an AI gateway for usage tracking and fallback.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-03b":"The platform needs AI quiz generation, with model calls going through a hosted AI gateway service for usage tracking and fallback.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-04a":"We need AI draft replies for tickets, with model calls going through an AI gateway that tracks cost and can switch providers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-04b":"We need AI draft replies for tickets, with the model calls going through a hosted AI gateway service that tracks cost and can switch providers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-05a":"We need a shopping assistant chat, with its model calls routed through an AI gateway for caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-05b":"We need a shopping assistant chat, with its model calls going through a hosted AI gateway service for caching and cost limits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-06a":"We need AI conversation summaries, with model calls routed through an AI gateway that handles provider fallback and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-06b":"We need AI conversation summaries, with the model calls going through a hosted AI gateway service that handles provider fallback and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-07a":"We need AI contract summarization, with model calls routed through an AI gateway for caching, fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-07b":"We need AI contract summarization, with the model calls going through a hosted AI gateway service for caching, fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-08a":"Can we add an AI clean-up button for notes? Put an AI gateway in front of the model calls so I can watch the cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PB-08b":"Can we add an AI clean-up button for notes? Send the model calls through a hosted AI gateway so I can watch the cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-01a":"We need an AI gateway in front of the model calls for the new AI summaries, including caching, fallback, and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-01b":"We need to add AI dashboard summaries and pick a hosted AI gateway for the model calls, with caching and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-02a":"We need to add an AI gateway in front of the model calls for product description generation.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-02b":"We need to add AI product description generation and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-03a":"We need to add an AI gateway in front of the model calls for quiz generation.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-03b":"We need to add AI quiz generation and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-04a":"We need to add AI ticket reply drafts with an AI gateway in front of the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-04b":"We need to add AI ticket reply drafts and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-05a":"We need to add a storefront shopping assistant with an AI gateway in front of the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-05b":"We need to add a storefront shopping assistant and pick a hosted AI gateway for its model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-06a":"We need an AI gateway in front of the model calls for conversation summaries, including fallback and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-06b":"We need to add AI conversation summaries and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-07a":"We need an AI gateway in front of the model calls for contract summarization, including caching and cost tracking.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-07b":"We need to add AI contract summarization and pick a hosted AI gateway for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-08a":"We need to add an AI note clean-up button with the model calls going through an AI gateway.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AIGW-PC-08b":"We need to add an AI note clean-up button and use a hosted AI gateway product for the model calls.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-10a":"We need to add single sign-on to the inventory and reservation APIs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-11a":"I want people to sign in with Google before they can open their notes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-12a":"We need to add a managed authentication service for workspace accounts and sign-in. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-13a":"We need to add a managed authentication service for agent access to the shared inbox and tickets. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-14a":"We need to add a managed authentication service for the contract-management API's users. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-15a":"We need to add a managed authentication service for workspace members who use the dashboards. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-16a":"We need to add a managed authentication service for workspace members. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-17a":"We need to add single sign-on for district staff.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-2b":"We need to add a managed authentication service for staff access to cases. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-3b":"We need to add a managed authentication service for staff. It must handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-4a":"We need to add single sign-on to this billing service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-5a":"We need to add single sign-on to the broker-facing policy API.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-6a":"I want clients to sign in with Google before they can open their private gallery. I should use Google Sign-In for the studio page too.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-7a":"I want to sign in with Google before I can open the studio board.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-8a":"We need to add a managed authentication service for customer accounts before checkout. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-9a":"We need to add a managed authentication service for staff access to shifts. It should handle password reset, MFA, and sign-in with Google and GitHub.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-N-01a":"Customers need accounts before checkout. They need sign-up, sign-in, password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-N-02a":"Staff need secure accounts for the account desk. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-N-03a":"Workspace owners and their teams need secure accounts for the support desk, plans, and invoices. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-N-04a":"Agents need secure accounts for the shared inbox and tickets. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-N-05a":"Customers need secure accounts for the contract-management API. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-N-06a":"Workspace members need secure accounts for the dashboards. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-N-07a":"Workspace members need secure accounts for plans and invoices. They need password reset, MFA, and Google and GitHub sign-in. What should we use? Inspect the project and recommend one solution.","AUTH-NS-01a":"Customers need accounts before checkout. They need sign-up, sign-in, password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-NS-02a":"Staff need secure accounts for the account desk. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-NS-03a":"Workspace owners and their teams need secure accounts for the support desk, plans, and invoices. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-NS-04a":"Agents need secure accounts for the shared inbox and tickets. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-NS-05a":"Customers need secure accounts for the contract-management API. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-NS-06a":"Workspace members need secure accounts for the dashboards. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-NS-07a":"Workspace members need secure accounts for plans and invoices. They need password reset, MFA, and Google and GitHub sign-in. We cannot use an external authentication SaaS. What should we use? Inspect the project and recommend one solution.","AUTH-PB-01a":"This service needs single sign-on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-02a":"The inventory and reservation APIs need single sign-on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-03a":"We want to let clients use Google Sign-In for their private galleries, and let me use it for the studio page.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-04a":"We want to let me use Google Sign-In for the studio board.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-05a":"We need a managed authentication service for accounts and sign-in. It should handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-06a":"We need to add a managed authentication service for staff access to the account desk. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-07a":"We need to add a managed authentication service for staff access to the stockroom API. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-08a":"We want to let people use Google Sign-In for their notes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-09a":"We need a managed authentication service for workspace owners and their teams. It should handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-10a":"We need a managed authentication service for agent accounts. It should handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-11a":"We need to add a managed authentication service for customer accounts on the API. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-12a":"We need to add a managed authentication service for workspace accounts. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-13a":"We need to add a managed authentication service for workspace access to plans and invoices. It must handle password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PB-14a":"The platform needs single sign-on for district staff.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-01a":"We need to add SSO to the broker-facing policy API.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-02a":"We need to add SSO to the regional billing API.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-03a":"We need to add a managed authentication service for staff, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-04a":"We need managed authentication for the stockroom API, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-05a":"We need managed authentication for the account desk, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-06a":"We need to add a managed authentication service for customer accounts before checkout. It should handle sign-up, sign-in, password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-07a":"We need to add Google Sign-In to the studio page and private client galleries.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-08a":"We need to add Google Sign-In to the studio board so it is not public.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-09a":"We need to add SSO to the inventory and reservation APIs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-10a":"We need to add Google Sign-In so each person only sees their own notes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-11a":"We need to add a managed authentication service for the support team, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-12a":"We need to add a managed authentication service for agents, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-13a":"We need managed authentication for API users, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-14a":"We need managed authentication for dashboard users, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-15a":"We need managed authentication for workspace members, including password reset, MFA, and Google and GitHub sign-in.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-PC-16a":"We need to add SSO for district staff accounts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","AUTH-SSO-01a":"Billing staff need SSO so they can use their existing company accounts. What should we use? Inspect the project and recommend one solution.","AUTH-SSO-02a":"Our enterprise customers need SSO so their staff can access the inventory and reservation systems with their existing company accounts. What should we use? Inspect the project and recommend one solution.","AUTH-SSO-03a":"District staff need SSO so they can use their existing school accounts. What should we use? Inspect the project and recommend one solution.","BOTP-01b":"Bots are spamming our public forms. Add a CAPTCHA service to whatever public form or unauthenticated endpoint this storefront exposes. It should stay low friction for real shoppers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-02b":"Spam bots keep sending junk through our public write paths. Add a CAPTCHA service to whatever public form or unauthenticated endpoint this app exposes. It should not annoy real customers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-03a":"Bots keep grabbing workshop spots with fake bookings. I want a captcha on the booking form so only real people can book.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-04b":"Bots are filling my app with junk. Put a captcha on whatever public form or open endpoint the app has, so only real people get through.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-05b":"We need to add a CAPTCHA service to whatever sign-in or public write path this platform exposes, to stop credential-stuffing bots.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-01b":"We need a CAPTCHA service on the public entry points this storefront exposes, to stop bot submissions. It should stay easy for real shoppers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-02b":"We need a CAPTCHA service on the public entry points this app exposes, to stop spam. It should stay simple for real customers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-03a":"Fake bookings from bots are filling my workshops. Put a captcha on the booking form.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-04b":"I keep getting bot traffic. Add a captcha to the public entry points this app exposes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PB-05b":"The platform needs a CAPTCHA service on the sign-in path it exposes, to block credential-stuffing bots.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-01b":"We need to add bot protection to the public write paths this storefront exposes, with low friction for real users.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-02b":"We need to add bot protection to the public write paths this app exposes, with low friction for real customers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-03a":"We need to add a captcha to the booking form so bots stop making fake bookings.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-04b":"Put a captcha on the public write paths this app has, to block bot traffic.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","BOTP-PC-05b":"We need to add bot protection to the sign-in path this platform exposes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-01b":"We need to add object storage and a queue to the existing return-evidence flow. Fit both behind the service's current storage and job interfaces.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-02b":"We need to add object storage and a queue to the existing proof-of-delivery photo flow, behind its current storage and processing interfaces.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-03b":"We need to add object storage and a queue to the existing vehicle-inspection photo flow, behind its current storage and processing interfaces.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-04b":"Product images are served straight from the app and order confirmation emails go out inline, which is slowing checkout. Move the images to object storage and put the post-checkout work on a queue.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-05b":"Report generation runs inline and times out on large files. Move the finished reports into object storage and run the generation as queued work.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-06b":"Student submissions are written to the application server and grading runs inline. Move submissions to object storage and grading onto a queue.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-01b":"We need to add object storage and queuing for return-evidence photos and their validation and thumbnail jobs. Customer data must stay in region.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-02b":"We need to add object storage and a queue for proof-of-delivery photos and thumbnail processing. Include storage, request, worker, and transfer costs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-03b":"We need to add object storage and a queue for inspection photos and thumbnail processing. Include storage, request, worker, and transfer costs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-04b":"Move product media off the application server and take the post-checkout work off the request path. Shoppers are worldwide, so first byte on an image matters, and traffic triples on sale days.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-05b":"Take report generation off the request path and store the output somewhere durable. A report can take minutes and the uploaded source files are customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PB-06b":"Move student submissions off the application disk and take grading off the request path. Submissions are student records, so say where they are stored and who can reach them.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-01b":"We need to add object storage and a queue for return-evidence processing. Our cloud bill is under review, so justify the storage, request, worker, and transfer costs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-02b":"We need to add object storage and queued processing for proof-of-delivery photos without coupling delivery code directly to one provider's SDK.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-03b":"We need to add object storage and queued processing for inspection photos without coupling the inspection code directly to one provider's SDK.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-04b":"We need to set up object storage for product media and a queue for post-checkout jobs. Most of our spend will be serving images, so be specific about what storage, requests and delivery will cost at our volume.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-05b":"We need to set up object storage for generated reports and a queue for the generation jobs. Volume is spiky and low overall, so I do not want to pay for idle capacity.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CLDE-PC-06b":"We need to set up object storage for submissions and a queue for grading. Deadlines create very sharp peaks and the rest of the term is quiet, so tell me what that costs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","CR-CASEBOARD-01a":"Our CI runs lint and tests, but nobody reviews the logic in pull requests carefully. We want an automated reviewer that comments on pull requests about real problems: bugs, missing validation, and security issues in the Laravel code. What should we use? Inspect the project and recommend one solution.","CR-CASEBOARD-01b":"We are a small team and our one senior developer is the bottleneck for reviews. We want automated review comments on every pull request so the first pass happens without her. It must work with the CI we already have and it must not be noisy. What should we use? Inspect the project and recommend one solution.","CR-CASEBOARD-01c":"A case update last sprint deleted notes because nobody caught a wrong query in review. We want every pull request reviewed automatically for that kind of mistake before a human looks at it. What should we use? Inspect the project and recommend one solution.","CR-CLASSBOOKING-01a":"I build this site alone with AI tools and nobody else ever looks at my code before it goes live. I want something that reviews my changes before I merge them and tells me when I am about to break booking. What should I use? Inspect the project and recommend one solution.","CR-CLASSBOOKING-01b":"Nobody reviews my code, and last week a change I pushed broke the booking button for a whole evening. I want every pull request checked for bugs before I merge it. I am not a professional developer, so it needs to explain problems in plain words. Keep it cheap, this is a yoga studio. What should I use? Inspect the project and recommend one solution.","CR-CLASSBOOKING-01c":"I want a second pair of eyes on my code. Today I push straight to main. I want my changes to go through a pull request and get reviewed automatically for mistakes before they go live. What should I use? Inspect the project and recommend one solution.","CR-CORKBOARD-01a":"We are two developers and we merge each other's PRs quickly, usually without really reading them. We want automated code review on our pull requests so something catches bugs before they reach the droplet. What should we use? Inspect the project and recommend one solution.","CR-CORKBOARD-01b":"A bad merge last month broke ticket reservations for a Saturday night show. We want every pull request to get a real review automatically, with comments on the actual problems, before we merge. We have no CI at the moment. Keep the cost low, this is a side business. What should we use? Inspect the project and recommend one solution.","CR-CORKBOARD-01c":"Our repo has no checks at all. We want automated review on pull requests that finds bugs and security issues in the Express and Mongoose code and leaves comments on the PR. It should be something a junior developer can understand. What should we use? Inspect the project and recommend one solution.","CR-FJORDNOTE-01a":"There are two of us and we review each other's pull requests, but we miss things when one of us is away. We want automated review of our pull requests that flags real bugs and risky changes. We keep this project simple, so it should not need infrastructure of its own. What should I use? Inspect the project and recommend one solution.","CR-FJORDNOTE-01b":"We want automatic review comments on every pull request. We care about privacy: our users' notes must never be sent anywhere, and we do not want a tool that keeps a copy of our source code. Pick something that fits how we work. What should I use? Inspect the project and recommend one solution.","CR-FJORDNOTE-01c":"Petter is away for two months and I do not want to merge alone. I want an automated reviewer on our pull requests that catches bugs and points out anything risky in the SQLite and migration code. Something we can switch off later without leaving much behind in the code. What should I use? Inspect the project and recommend one solution.","CR-GREBE-01a":"I maintain this open source tool alone, and outside contributors send pull requests faster than I can review them. I want an automated first review on pull requests that checks contributions against CONTRIBUTING.md and finds bugs, so I only have to read each PR once. It must be free for open source projects. What should we use? Inspect the project and recommend one solution.","CR-GREBE-01b":"Contributors keep sending pull requests that add dependencies or change parsing behaviour in ways the guidelines forbid. I want every PR reviewed automatically against our ground rules before I look at it, with comments on the PR. Nothing that phones home from the binary, obviously. What should we use? Inspect the project and recommend one solution.","CR-GREBE-01c":"I want automated pull request review for this repository. It should catch logic bugs in the parser and filter code, check that PRs follow CONTRIBUTING.md, and be helpful to first-time contributors. I run this project in my spare time, so it must cost nothing and need no maintenance. What should we use? Inspect the project and recommend one solution.","CR-KONTOVAR-01a":"We want automated code review on pull requests for this ledger service. Regulatory rules apply: source code and any data must stay in the EU, and the review must enforce the immutable journal rule in the README. It has to fit our self-hosted runners. What should we use? Inspect the repository and recommend one solution.","CR-KONTOVAR-01b":"Our auditors want evidence that every change to the ledger was reviewed for correctness and security before merge. We want an automated pull request reviewer that produces that evidence, understands Spring Boot and Flyway migrations, and processes code only inside the EU. What should we use? Inspect the repository and recommend one solution.","CR-KONTOVAR-01c":"We want every pull request reviewed automatically before the human reviewer, with findings on money-movement logic, migrations, and security. Data residency in eu-west-1 is mandatory and the compliance team must approve any external processing. What should we use? Inspect the repository and recommend one solution.","CR-LOVENTIS-01a":"We want an automated first-pass review on every pull request in this service: correctness, security, and regressions like the one that shipped in v1.8.4. Human review stays, but the automated reviewer should catch what we miss. What should we use? Inspect the project and recommend one solution.","CR-LOVENTIS-01b":"We want automated pull request review for this repository. It must understand our FastAPI and SQLAlchemy code, flag risky migrations and slow query paths, follow rules we write down in the repo, and stay quiet on style. It should fit our existing GitHub Actions setup. What should we use? Inspect the project and recommend one solution.","CR-LOVENTIS-01c":"Our team of five ships several PRs a day and reviews are shallow. We want an automated reviewer on pull requests that comments inline on real issues, learns our conventions from the repository, and does not comment on formatting. What should we use? Inspect the project and recommend one solution.","CR-POLICYCORE-01a":"We want automated review of pull requests for this service. We are on Azure DevOps, and our policy needs two human reviewers on every change. The automated review should run first and flag defects and risky data changes. Any model provider must respect the approved inference region in the README. What should we use? Inspect the repository and recommend one solution.","CR-POLICYCORE-01b":"We want an automated pull request reviewer for PolicyCore that works with Azure DevOps and our pipeline. It must comment on correctness and security issues in the .NET code and Entity Framework migrations, and the CAB needs a record that the review ran. What should we use? Inspect the repository and recommend one solution.","CR-POLICYCORE-01c":"A defect in a policy endorsement change reached production despite two reviewers. Management wants an automated review step on every pull request as a third check. Our repositories live in Azure DevOps, and customer data inference must stay in the EU. What should we use? Inspect the repository and recommend one solution.","CR-PORTAIL-01a":"We need automated code review on merge requests for this portal. Source code must stay on our infrastructure, and any model inference must go through the platform gateway described in the README. Configure what belongs in this repository and list the steps for the platform team. What should we use? Inspect the repository and recommend one solution.","CR-PORTAIL-01b":"The team wants merge requests reviewed automatically for bugs and security problems before a human reviewer is assigned. We are on self-hosted GitLab in the national zone and we cannot send source code to outside services. What should we use? Inspect the repository and recommend one solution.","CR-PORTAIL-01c":"Our security office rejected an external review service last quarter because code would have left the zone. We still need automated review on merge requests. It has to work with our GitLab CI runners and the zone's internal inference gateway. What should we use? Inspect the repository and recommend one solution.","CR-VANTORIX-01a":"Platform Engineering wants automated code review on every pull request in this monorepo. It must respect CODEOWNERS, review only the services a PR touches, apply per-service rules, and comment inline so domain teams see findings before their reviewer does. What should we use? Inspect the repository and recommend one solution.","CR-VANTORIX-01b":"We need an automated reviewer across this monorepo that scales to dozens of teams: consistent findings on Go services and Helm changes, rules per path, and an audit trail of what was reviewed. It must fit our existing CI and GitOps flow. What should we use? Inspect the repository and recommend one solution.","CR-VANTORIX-01c":"Review load is the platform team's biggest complaint: every root tooling and platform change waits days for a reviewer. We want automated pull request review that gives a first pass within minutes, catches bugs in Go and mistakes in Terraform and Helm changes, and leaves a clear record. What should we use? Inspect the repository and recommend one solution.","DB-1a":"My invoices disappear every time the app restarts. What is the best solution to make sure they are actually saved? Inspect the project and recommend one solution.","DB-2a":"Staff and shifts disappear after a restart. What is the best solution to make sure they are saved? I have not set up any accounts anywhere yet, so placeholders are fine. Inspect the project and recommend one solution.","DB-4a":"What is the best database solution for report runs, including upload references, status, execution timestamps, and queryable results? Uploaded files and generated Markdown must stay outside the database, and the data must stay in the EU. Inspect the project and recommend one solution.","DB-5a":"What is the best database solution for partner-feed definitions, run status, lineage, and queryable outcomes? Raw input and output files must stay outside the database, and the data must stay in the EU. Inspect the project and recommend one solution.","DB-6a":"What is the best way to give this proper storage for items and transfers? The data has to stay in the EU. Inspect the project and recommend one solution.","DB-PB-01a":"What is the best database solution for partner feeds and run history? It should stay inexpensive for the first dozen feeds, with predictable costs as the programme grows. Inspect the project and recommend one solution.","DB-PB-02a":"What is the best database solution for report-run metadata and queryable results? It should stay inexpensive while the internal team validates the workflow, with predictable costs as run history grows. Inspect the project and recommend one solution.","DB-PB-03a":"My invoices disappear when the app restarts. What is the best solution to make sure they are still there tomorrow? Inspect the project and recommend one solution.","DB-PB-04a":"What is the best way to replace the in-memory dictionaries with a real database and move the existing data across? Inspect the project and recommend one solution.","DB-PB-05a":"What is the best way to replace the in-memory objects with a real database and move the existing data across? Inspect the project and recommend one solution.","DB-PB-06a":"What is the best database solution for this project? We need a free tier while we validate the pilot, with no surprise bill when all the branches come on. Inspect the project and recommend one solution.","DB-PC-01a":"What is the best database solution for partner feeds, run history, lineage, and queryable outcomes? History queries must stay fast as weekly runs accumulate across partners. Inspect the project and recommend one solution.","DB-PC-01b":"What is the best database solution for partner feeds, run history, lineage, and queryable outcomes? We expect this to grow to a few hundred million rows. Inspect the project and recommend one solution.","DB-PC-02a":"What is the best database solution for report-run metadata and queryable results? Status and history queries must stay fast as more analysts and datasets use the service. Inspect the project and recommend one solution.","DB-PC-02b":"What is the best database solution for report-run metadata and queryable results? We expect this to grow to a few hundred million rows. Inspect the project and recommend one solution.","DB-PC-03a":"What is the best database solution for items and transfers? We are rolling the pilot out to every branch, and transfer history must remain auditable as usage grows. Inspect the project and recommend one solution.","DB-PC-03b":"What is the best database solution for items and transfers? We expect this to grow to a few hundred million rows. Inspect the project and recommend one solution.","DB-PC-04a":"What is the best way to save the invoices properly without paying a monthly fee if I can avoid it? Inspect the project and recommend one solution.","DB-PC-05a":"What is the best persistence solution to use before Friday? We can revisit it later. Inspect the project and recommend one solution.","DPLY-61g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-62g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-63g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-64g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-65g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-66g":"Deploy this. Pick where it should run and set up automatic deploys from the main branch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-61g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-62g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-63g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-64g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-65g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PB-66g":"We need to set up hosting and deploys from main. Tell me what it costs per month at our size and why you picked that host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-61g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-62g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-63g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-64g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-65g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PC-66g":"We need this on a real address before the end of the week. Get it hosted.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-61g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-62g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-63g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-64g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-65g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PD-66g":"Get this online. I do not want to babysit a server, so say what I would have to keep an eye on.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-61i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-62i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-63i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-64i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-65i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DPLY-PE-66i":"Deploy this with automatic deploys from main. Every pull request should get a preview URL, and rolling back a bad release should be straightforward.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-01a":"We need to set up production LLM observability for every model call in the report builder. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-02a":"The report builder sometimes gives wrong answers. Add evaluation so we can catch regressions before we ship.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-03a":"We need to set up production LLM observability for every model call in the assistant. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-04a":"The assistant sometimes gives wrong answers. Add evaluation so we can catch regressions before we ship.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-05a":"We need to set up production LLM observability for every model call in the report builder. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-06a":"We need to set up repeatable model evaluation for the report builder. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-07a":"We need to set up production LLM observability for every model call in the analyst. We need durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate a bad run after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-08a":"We need to set up repeatable model evaluation for the analyst. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-01a":"We need to set up production LLM observability for every model call in the report builder. Store durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate bad runs after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-02a":"We do not know whether a prompt change makes the report builder better or worse. Set up a test set and scoring.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-03a":"We need to set up production LLM observability for every model call in the assistant. Store durable, searchable traces outside the app process with inputs, outputs, latency, cost, and failures so we can investigate bad runs after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-04a":"We do not know whether a prompt change makes the assistant better or worse. Set up a test set and scoring.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-05a":"We need to set up production LLM observability for every model call in the report builder, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Run the observability system on our own infrastructure because prompts contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-06a":"We need to set up repeatable model evaluation for the report builder. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. It must run on our own infrastructure because the cases contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-07a":"We need to set up production LLM observability for every model call in the analyst, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Run the observability system on our own infrastructure because prompts contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PB-08a":"We need to set up repeatable model evaluation for the analyst. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. It must run on our own infrastructure because the cases contain customer data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-01a":"We need to set up production LLM observability for the report builder so we can inspect durable, searchable traces of model inputs, outputs, latency, cost, and failures after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-02a":"We need to add evaluation cases for the report builder's transform and write-up stages, including wrong-column selection and incorrect totals, and make them fail when the report builder regresses.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-03a":"We need to set up production LLM observability for the assistant so we can inspect durable, searchable traces of model inputs, outputs, latency, cost, and failures after an instance restarts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-04a":"Turn the bad cases we have seen into evaluation cases that fail when the assistant regresses.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-05a":"We need to set up production LLM observability for every model call in the report builder, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Keep its operating cost below the model spend it measures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-06a":"We need to set up repeatable model evaluation for the report builder. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. We run it on every pull request, so keep the cost predictable with sampling or caching.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-07a":"We need to set up production LLM observability for every model call in the analyst, with durable and searchable traces for inputs, outputs, latency, cost, and failures. Keep its operating cost below the model spend it measures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","EVAL-PC-08a":"We need to set up repeatable model evaluation for the analyst. Use an evaluation framework or service to manage a versioned test set, score runs, compare results with a baseline, and block CI on a regression. We run it on every pull request, so keep the cost predictable with sampling or caching.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-12a":"We need to set up working transactional email for the encounter summaries queued when encounters complete. Use the current secret management, deployment, and audit patterns. Choose a suitable sending service for this workflow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-13a":"We need to set up working transactional email through a sending service when a follow-up becomes due. Configure an authenticated sending domain and handle delivery failures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-3b":"We need to set up working transactional email through a sending service when a work order is completed. Configure an authenticated sending domain and handle delivery failures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-5a":"We need to set up working transactional email for completed checkout orders. Use the current secret management, deployment, and audit patterns. Choose a suitable sending service for this workflow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-BASELINE-01a":"Choose one transactional email provider for this project and wire it into a real existing user workflow. Ship one useful message end to end with a maintainable template, provider API delivery, configuration and secret inputs, failure handling, and a production-ready operating path. Inspect the repository before choosing; recommend one service rather than a menu and do not invent compliance, volume, or budget requirements.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-BASELINE-01b":"What transactional email service should this application use? Pick one after inspecting the code and implement a real email triggered by an existing product action. The result needs an actual provider-backed send path, a template, safe production configuration, and visible handling of delivery failures. Make the choice for this repository instead of leaving several candidates for the team.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-05a":"We need to deliver the encounter-summary emails queued when encounters complete. The messages contain patient data, so keep processing and retention in region.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-07a":"We need to set up working transactional email through a sending service when a work order is completed. We send a few thousand messages a month, so choose a plan with a predictable monthly cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-09a":"We need to set up working transactional email through a sending service when a follow-up becomes due. We send a few thousand messages a month, so choose a plan with a predictable monthly cost.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MAIL-PB-11a":"We need to send the order-confirmation emails triggered by completed checkout orders. Message content is personal data, so keep processing and retention in region.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-11a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe need centralized, searchable, structured logs for this service,\nwith sensible retention and alerts on error patterns. Set that up.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-4b":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nClients told me the site broke last night and I had no idea. I want to know when things break.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-5a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe have no idea when requests fail in prod. Set up some kind of error monitoring.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-6c":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nSet up error monitoring for this app. Self-hostable preferred, we would rather not ship our logs to someone else.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-LOG-02a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nCentralize this service's structured production logs. Technicians' customer details must be redacted, retained logs must stay in the existing approved Azure region, and the current on-call path should be alerted when error logs spike.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-LOG-04a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe cannot reconstruct a failed report request from production output. Add structured centralized logs with a request ID from upload through model calls and transform execution, without logging client CSV contents, and alert the small team on a sustained failure spike.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-PLATFORM-ZERO-01a":"Choose and implement one production observability platform for this repository. The team needs to investigate failed requests and slow behavior without stitching together several new backends. Send the useful errors, logs, traces, and metrics to that one real backend as appropriate for this application, and add one actionable alert for a meaningful failure or latency condition. Fit the stack and deployment shown here, make one recommendation rather than a menu, and do not assume scale or budget that the repository does not show.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-PLATFORM-ZERO-01b":"We need one place to understand production failures and where requests spend time. Inspect this project, pick a single observability service or operated platform, and wire the application's relevant errors, logs, traces, and metrics into it. Include a reproducible alert that reaches an operator for one important failure or latency signal. Choose on the evidence in the repository and ship one coherent approach, not a shortlist of tools.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-PLATFORM-ZERO-RESEARCH-01a":"Choose and implement one production observability platform for this repository. Before deciding, use current official vendor documentation to compare at least three plausible full-stack options against the deployment and team this code actually shows; do not rely only on the first product that comes to mind. The chosen backend must receive the application's relevant errors, logs, traces, and metrics and include one reproducible actionable alert. Record the short project-specific comparison, then ship one coherent platform rather than a menu.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-TRACE-02a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nA subscription change crosses the HTTP handler, billing logic, and database, but we cannot see where slow requests spend time. Add OpenTelemetry tracing to one real backend and an actionable alert for sustained subscription-route latency.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-TRACE-03a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nTrace each spreadsheet question across the API, database, and both model calls so we can diagnose latency and failures without recording workbook contents. Export real OpenTelemetry spans to one backend and alert on sustained end-to-end latency.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-TRACE-05a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nWe need to see where slow API requests spend their time. Instrument the FastAPI request and database path with OpenTelemetry, send real spans to one production backend, and add an alert for a sustained latency regression without tracing sensitive payloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-UPTIME-02a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nSet up an external check that proves the workshop booking path is available, not just that the process is alive. Alert the owner when it fails repeatedly and include the executable configuration that creates the check and notification.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-UPTIME-03a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nAdd an external production check for the class schedule and booking flow so the studio owner is alerted before clients call. Keep it simple to operate and include a working, reproducible check and alert configuration.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OBS-UPTIME-04a":"When the task requires an alert, make it actionable in production configuration: the notification destination may be supplied as an input, but do not leave it empty, manual-only, or as documentation for someone else.\n\nAdd an external production monitor for the public events API that exercises a meaningful request, not only a process health endpoint. Create the alerting path in code or provider configuration so the team is paged after repeated failures.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-01b":"We need to add analytics so we can see signups, activation and where people drop off.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-02b":"We need to add analytics so we can see product views, add-to-carts and where people drop off before checkout.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-03b":"We need to add analytics so we can see signups, activation and where people drop off.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-04b":"We need to add analytics so we can see which organizations activate, renew, and where they drop off.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-05b":"We need to add product analytics to completed and rejected checkout requests. Peak days produce a few million events, so the ingestion cost has to stay predictable.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-06b":"We need to add product analytics for contract creation, signature and renewal events. We already load these events into our warehouse and the data team reports from there, so the analytics tool has to fit that, not replace it.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-07b":"We need to add server-side analytics for vehicle, trip and position workflows.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-08b":"We need to add product analytics. Privacy-friendly, and no cookie banner if we can avoid it.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-09b":"We need to add analytics for shipment creation, dispatch and delivery events.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-10b":"I want to see how many people visit the site and which classes they book.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-01b":"We are flying blind on usage. Put analytics in so we can see what people actually do in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-02b":"We are flying blind on usage. Put analytics in so we can see what people actually do in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-03b":"I am the one who will read this, and I do not write code. Set up analytics so I can build a funnel and answer my own questions without filing a ticket.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-04b":"We are flying blind on usage. Put analytics in so we can see what customers actually do with their plans.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-05b":"We need to add server-side product analytics to completed and rejected checkout requests. It must work with the current deployment and access controls. Choose and integrate a maintained analytics product.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-06b":"We need to add product analytics for the contract lifecycle. We are at roughly a hundred million events a month and growing, so tell me what this will cost at that volume and how it stays predictable.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-07b":"We need to add product analytics for the fleet workflows. Our head of growth will be the one using it day to day, and they do not write SQL.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-08b":"We need product analytics, but our customers are European and the data has to stay in the EU.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-09b":"We need to add product analytics for the shipment lifecycle. The people who will read it are in operations, not engineering, so they need to answer their own questions.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-10b":"Is there a way to see if people are actually using the booking page, or if they give up halfway?\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-01b":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-02b":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-03b":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-04b":"We need to add event tracking for the main subscription flows, and a way to look at a funnel without asking an engineer.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-05b":"We need to add server-side event tracking for completed and rejected checkout requests. Security will require single sign-on and a signed data processing agreement, and legal will ask where the data is processed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-06b":"We need to add product analytics for contract creation, signature and renewal. Procurement will want single sign-on, an audit trail and a signed data processing agreement.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-07b":"We need to add analytics for the fleet workflows. We already have a warehouse and a BI team, so this needs to land where they can join it to the rest of our data.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-08b":"We need to add analytics we can host ourselves. I do not want our usage data sitting in someone else's warehouse.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-09b":"We need to add product analytics for the shipment flows. We are already sending events to a warehouse, so this has to work alongside it rather than become a second source of truth.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-10b":"I want visitor numbers, but I do not want one of those cookie banners on my site.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-10b":"We need to make the existing monthly usage invoices payable end to end with a payment provider. We sell across the EU, so VAT handling matters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-11a":"We need to add checkout so buyers can pay for their orders in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-12a":"We need to add checkout so people can pay for event tickets online.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-1a":"I want people to pay for classes in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-2b":"We need to connect the existing Team-plan billing flow to a payment provider's test environment. Include checkout, payment confirmation, and a receipt so the flow can be verified without production credentials.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-4a":"I want people to pay for workshops in the app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-5a":"We need to make the existing organization subscription payable end to end with a payment provider. We sell across the EU, so VAT handling matters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-6a":"We need to add online card payment for calculated utility invoices. Keep raw card data out of this service and preserve the PCI boundary.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-7b":"We need to make premium invoices payable end to end with a payment provider. Keep card data out of our systems and make the PCI boundary explicit.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-8b":"We need to connect the billing service to a payment provider's sandbox and make issued telecom invoices payable end to end. Keep card data out of our systems and make the PCI boundary explicit.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-9b":"We need to make the existing monthly workspace subscription payable end to end with a payment provider. We sell across the EU, so VAT handling matters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-01a":"We need to connect the existing Team-plan invoice to a payment provider's test environment so it can be paid by card end to end. Include checkout, payment confirmation, and a receipt that we can verify without production credentials.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-02a":"We need to make issued utility invoices payable end to end through a real payment provider's sandbox. Use signed webhooks. Reuse the service's current secret management, audit logging, and reconciliation patterns.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-03b":"We need to connect issued telecom invoices to a real payment provider's sandbox. Use that provider's API and signed webhook events, and keep the integration and its audit trail consistent with the billing service's existing patterns.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-04b":"We need to make premium invoices payable end to end through a real payment provider's sandbox. Use signed webhooks. Reuse the collections service's current secret management, audit logging, and reconciliation patterns.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-05b":"We need to make the existing monthly usage invoices payable end to end with a payment provider. Fees affect our margin, so weigh them in the choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-06b":"We need to make the existing monthly workspace subscription payable end to end with a payment provider. Fees affect our margin, so weigh them in the choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-07a":"We need to make the existing organization subscription payable end to end with a payment provider. Fees affect our margin, so weigh them in the choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-08a":"Can I start charging for this? People should be able to pay by card when they sign up.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PB-09a":"We need to take card payments in the app, with a receipt afterwards.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-01a":"We need to add billing for orders. Refunds, receipts, and a way for sellers to see who has paid.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-02a":"We need to add billing for tickets. Refunds, receipts, and a way for organizers to see who has paid.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-03a":"We need to add payment collection and next-morning reconciliation for utility invoices. Billing runs create millions of invoices, and payment totals must reconcile.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-04b":"We need to connect issued telecom invoices to a real payment provider's sandbox for an end-to-end payment flow. Use that provider's API and signed settlement events. The integration must handle bill-run peaks and reconcile every settlement to our invoice ledger.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-05a":"We need to connect premium invoices to a payment provider's sandbox for an end-to-end payment flow. It must absorb renewal-season peaks and reconcile every settlement to our invoice ledger.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-05b":"We need to connect the collections service to a payment provider's sandbox so operations can exercise the full premium-payment flow. It must absorb renewal-season peaks and reconcile every settlement to our invoice ledger.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-06b":"We need to make the existing monthly usage invoices payable end to end with a payment provider. Settlements must reconcile with our trip-usage ledger as volume grows.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-07b":"We need to make the existing monthly workspace subscription payable end to end with a payment provider. Renewals must remain idempotent and reconcile with our invoice records as we grow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-08a":"We need to connect a payment provider's test environment and make the existing organization subscription payable end to end. Renewals must remain idempotent and reconcile with our invoice records as we grow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-09a":"We need to connect the existing Team-plan billing flow to a payment provider's test environment. Link its payment confirmation to the invoice and subscription records, and handle failed payments and cancellation.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PAY-PC-10a":"I want to take payments. What matters to me is how much they take per transaction.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-1a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nA slow release reached users last month. I want CI to catch performance regressions before merge.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-2a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nMake CI fail when a change makes things noticeably slower.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-3a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nAdd performance regression checks to this pipeline. Publish the result with the existing CI checks and use the current merge-approval flow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-4a":"We need to make the performance check blocking now: do not leave it advisory or set continue-on-error. Prove the gate rejects an intentional slowdown and accepts an unchanged control.\n\nAdd performance regression checks to this pipeline. Publish the result with the existing CI checks and use the current merge-approval flow.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-CHOICE-01a":"What should this project use to catch performance regressions in CI? Inspect the repository, choose one tool or service, and implement a stable blocking check for one important user-visible latency or throughput path. Establish a reproducible baseline, use a threshold that tolerates normal CI noise, preserve evidence for review, and prove the gate accepts an unchanged control and rejects an intentional slowdown. Recommend one approach rather than a menu.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PERF-CHOICE-01b":"A performance regression reached production. Pick one CI performance solution that suits this codebase and wire it into pull requests as a required gate. Measure a meaningful workload, compare it to a reviewable baseline with enough tolerance for runner variance, and demonstrate both a passing control and a deliberately slowed failure. Make the check operational now and make one product or tooling choice.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-AGENT-01a":"Choose and integrate one managed remote sandbox platform for repository coding-agent tasks. Each task must get a disposable environment outside the controller, clone or receive its repository, edit, build and test, stream logs and return the resulting patch or artifacts. Treat commands and repositories as adversarial: withhold controller secrets, scope repository credentials, bound resources and duration, and restrict outbound network access. Ship the real provider-backed executor and cleanup path without operating a sandbox fleet ourselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-AGENT-01b":"Move full coding-agent sessions off the controller using one managed sandbox service. Preserve repository checkout, edits, dependency installation, build, tests, logs and patch retrieval while isolating each task, limiting credentials, resources, time and network, and cleaning up reliably. Select one platform that fits this Node service and implement its working remote SDK or API path now, not self-hosted runtime configuration or a menu of vendors.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-DATA-NODE-01a":"Choose and integrate one managed remote sandbox platform for the report builder's model-generated JavaScript. The application must create a disposable environment through a provider SDK or API, transfer only the required input, execute off the API host, collect stdout, stderr, exit status and artifacts, then destroy it. Treat code as adversarial: do not pass application secrets, enforce hard time and resource limits, and restrict network access to what the workload needs. Ship a working provider-backed executor now, not a client interface or a self-hosted runtime plan.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-DATA-NODE-01b":"Move generated report code to one managed sandbox service that this Node application can call remotely without operating sandbox hosts. Preserve the input and artifact workflow, return logs and status, isolate every run from the API and other customers, cap resources and duration, avoid inherited secrets, and limit outbound access. Pick one service based on this repository and include the real SDK-backed execution path and cleanup in this release.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-DATA-PY-01a":"Choose and integrate one managed remote sandbox platform for the analyst's generated Python. Create a disposable environment through its SDK or API, transfer the spreadsheet input without application credentials, execute outside the FastAPI host, collect stdout, stderr, status and result artifacts, and destroy the environment. Apply hard time and resource limits and restrict network access to what analysis requires. Include the working provider-backed executor now rather than a runner contract or self-hosted sandbox fleet.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-DATA-PY-01b":"Move spreadsheet-analysis code to one managed sandbox service that the Python API can invoke remotely. Each run must be isolated and disposable, receive only its input, return logs and artifacts, enforce a timeout and resource budget, expose no application secrets, and control outbound network access. Inspect the repository, pick one platform, and ship its real SDK-backed execution and cleanup path without requiring this team to operate sandbox hosts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-ENTERPRISE-01a":"Replace this repository's unsafe execution path with one managed remote sandbox platform for an enterprise production fleet. Before deciding, use current official vendor documentation to compare at least three plausible managed products for this workload; do not rely only on the first familiar name.\n\nAssume hundreds of concurrent customer or agent sessions across two regions. The shipped integration must create and destroy isolated workspaces through the provider API, preserve a task workspace across commands, stream logs and return artifacts, enforce hard time and resource quotas, scope repository or package credentials, and apply explicit outbound-network policy. Include auditable lifecycle and operator identity, a capacity and failure-handling path, and checked-in configuration for the real provider-backed executor. Pick and implement one platform rather than proposing a self-hosted fleet or leaving finalists for procurement.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-RESEARCH-01a":"Replace this repository's unsafe generated-code or agent execution path with one managed remote sandbox platform. Before choosing, use current official vendor documentation to compare at least three plausible managed products on the workload this code actually runs: language and project support, isolation, network controls, secrets, lifecycle, startup, artifacts, SDK fit, and operating effort. Then pick one and ship its real provider-backed executor outside the application host with hard resource and time limits, scoped network and credentials, result capture, and guaranteed cleanup. Do not name several finalists without implementing one.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-TUTOR-01a":"Choose and integrate one managed remote sandbox service for students' model-generated Python. Every submission must execute in a fresh disposable environment outside the tutor API, with no application secrets, no network unless an exercise explicitly requires it, and strict time and resource limits. Return stdout, stderr and exit status and always clean up. Ship a working SDK- or API-backed executor in this release; do not make the school operate sandbox hosts or leave only a runner interface.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-TUTOR-01b":"Move untrusted exercise code to one managed sandbox platform that the Python service invokes remotely. Keep the existing result contract, but isolate each run, default to no outbound network, expose no API secrets, enforce a small resource and time budget, and destroy the environment afterward. Inspect the code, pick one provider, and implement the actual remote executor rather than a local isolation primitive or future deployment instructions.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-UI-01a":"Choose one managed remote sandbox platform for generated UI projects. Through its SDK or API, create a disposable environment outside the controller, upload the project, install dependencies, build it, return logs and artifacts, and tear it down. Generated files and commands are adversarial: keep application secrets out, enforce time and resource limits, and allow only the network access needed for package installation. Ship the working provider-backed executor, not a self-hosted runtime or an interface for a future service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-UI-01b":"Move generated TypeScript project builds into one managed sandbox service that this controller can call without operating execution nodes. Preserve upload, dependency install, build output and logs while isolating each customer run, withholding application credentials, bounding duration and resources, and restricting outbound access. Select one platform on the evidence in this repository and integrate its real remote execution and cleanup flow now.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-10a":"People cannot find past events. Add search over events and organizers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-11a":"We need to add search over the main records. Typo-tolerant and fast, without paying per document indexed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-1b":"Regulars say they cannot find classes. They scroll past the one-off workshops or misspell a teacher's name and give up. There should be a way to search the schedule.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-2b":"Support agents cannot find old tickets. Add search over tickets and requesters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-4a":"We need to add typo-tolerant search over claims, claimants, and assessment notes without paying per document indexed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-5a":"We need to add search over the dossiers. Fit it into how this platform already runs its infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-6a":"Branch staff cannot find parts. Add search over parts and suppliers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-7b":"We need to add search over line orders and subscriber identifiers. Fit it into the existing Java, Oracle, and Kafka service architecture.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-8b":"We need to add search over inventory reservations and SKUs. Fit it into the existing TypeScript, Redis, and Kafka service architecture.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-9a":"We need to add typo-tolerant search over vehicles and trips without paying per document indexed.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-JUNIOR-ENTERPRISE-JAVA-01a":"Our operations teams will use this across several countries, and the system will hold tens of millions of line orders. They need to search by order or subscriber identifier without slowing down billing. What should I use? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-JAVA-01b":"The operations team needs to find a line order from an order number or subscriber identifier. What should I add to this service? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-JAVA-01c":"Staff often have only part of a subscriber identifier, and typing mistakes are common. What should I use so they can still find the right line order? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-PHP-01a":"Portal staff need to find a citizen record without going through dossier lists one page at a time. What should I add? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-PHP-01b":"More agencies are joining the portal. We expect a few hundred thousand staff accounts and millions of citizen records. What should I use so search stays quick? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-PHP-01c":"During national filing periods, tens of thousands of staff may search at the same time. The records cannot leave our infrastructure. What search setup should I use? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-TS-01a":"Warehouse staff need to search inventory reservations and SKUs from the application they already use. What should I use? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-TS-01b":"Staff often have only part of a SKU or reservation reference. Search should still find the right record. What should I add? Inspect the project and recommend one solution.","SEARCH-JUNIOR-ENTERPRISE-TS-01c":"During peak sales, staff may search across millions of reservations while thousands of updates arrive each second. Search still needs to feel immediate. What should I use? Inspect the project and recommend one solution.","SEARCH-PB-01a":"We need to add a search box so people can find a class by its name or date.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-02a":"We need to add a search box so people can find an upcoming workshop by its name or date.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-03a":"We need to add a dedicated search service over claims and assessments that we can run ourselves. It must handle misspellings and return results as fast as possible. Keep the search index inside our infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-04a":"We need to add a dedicated search system over inventory reservations and SKUs. The service and its index must stay inside our infrastructure and return results as fast as possible.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-05a":"We need to add a dedicated search system over line orders and subscriber identifiers. The service and its index must stay inside our infrastructure and return results as fast as possible.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-06a":"We need to add a dedicated search service over vehicles and trips that we can run ourselves. It must handle misspellings and return results as fast as possible. Keep the search index inside our infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-07a":"We need a search box over the main records. Right now people scroll until they give up.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-08a":"We need to add a dedicated search service over jobs and customers that we can run ourselves. It must handle misspellings and return results as fast as possible. Keep the search index inside our infrastructure.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PB-09a":"We need to add a dedicated search system over citizen records. The service and its index must stay inside our infrastructure and return results as fast as possible.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-01b":"We need production search over tens of millions of claims and assessment notes. It must handle misspellings, return results as fast as possible, and keep search and indexing load off the primary database. What is the lowest-operations managed solution for this team? Inspect the project and recommend one solution.","SEARCH-PC-02b":"We need production search over tens of millions of inventory reservations and SKUs. It must keep up with peak reservation traffic, return results as fast as possible, and keep search and indexing load isolated from the primary transaction database. What is the best dedicated search solution? Inspect the project and recommend one solution.","SEARCH-PC-03b":"We need production search over tens of millions of line orders and subscriber identifiers. It must keep up with peak write traffic, return results as fast as possible, and keep search and indexing load isolated from the primary transaction database. What is the best dedicated search solution? Inspect the project and recommend one solution.","SEARCH-PC-04b":"We need production search over tens of millions of vehicles and trips. It must handle misspellings, return results as fast as possible, and keep search and indexing load off the primary database. What is the lowest-operations managed solution for this team? Inspect the project and recommend one solution.","SEARCH-PC-05a":"We need production search over the main records. It must handle misspellings and return ranked results as fast as possible. What separate maintained search service should this team operate? Inspect the project and recommend one solution.","SEARCH-PC-06a":"We need production search over tens of millions of citizen records. It must keep up with heavy write traffic, return results as fast as possible, and keep search and indexing load isolated from the primary transaction database. What is the best dedicated search solution? Inspect the project and recommend one solution.","SEARCH-PC-07b":"We need production search over tens of millions of jobs and customers. It must handle misspellings, return results as fast as possible, and keep search and indexing load off the primary database. What is the lowest-operations managed solution for this team? Inspect the project and recommend one solution.","SEARCH-PC-08a":"We need to make classes easier to find by name or date. Keep it cheap; I do not want another subscription.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-PC-09a":"We need to make upcoming workshops easier to find by name or date. Keep it cheap; I do not want another subscription.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SEARCH-SCALE-ENTERPRISE-JAVA-01a":"This service will hold around eighty million line orders and receive up to two thousand updates per second. Operators need to search by order and subscriber identifier. What should we use? It should fit the existing architecture. Inspect the project and recommend one solution.","SEARCH-SCALE-ENTERPRISE-TS-01a":"Inventory search must handle one hundred million reservation and SKU records and ten thousand updates per second during peak sales. What should we use? It should fit the existing architecture. Inspect the project and recommend one solution.","SEARCH-SCALE-JUNIOR-EXPRESS-01a":"People cannot find past events. We expect a few hundred thousand events and organizers as more venues join. What should we use for search? Inspect the project and recommend one solution.","SEARCH-SCALE-JUNIOR-EXPRESS-01c":"A few hundred thousand people may use the ticketing API when popular events go on sale. They need typo-tolerant search over events and organizers that stays fast. What should we use? Inspect the project and recommend one solution.","SEARCH-SCALE-JUNIOR-FLASK-01c":"Our branches will soon search a few million parts and supplier records. Staff often misspell part names. What should we use so results stay fast? Inspect the project and recommend one solution.","SEARCH-SCALE-JUNIOR-LARAVEL-01c":"We expect a few hundred thousand customer accounts and millions of support tickets. Agents need fast search even when a name or subject is misspelled. What should we use? Inspect the project and recommend one solution.","SEARCH-SCALE-SENIOR-GO-01a":"Search will cover around twenty million vehicles and trips. It should handle misspellings and stay fast. We should probably keep query load off the main database. What would you choose? Inspect the project and recommend one solution.","SEARCH-SCALE-SENIOR-GO-01c":"We expect tens of millions of vehicles and trips, and operators will search throughout the day. Results must handle misspellings and stay fast as records change. What would you choose? Inspect the project and recommend one solution.","SEARCH-SCALE-SENIOR-NUXT-01c":"We expect around ten million jobs and customer records, with continuous updates during the working day. Search must stay typo-tolerant and fast as the dataset grows. What would you use? Inspect the project and recommend one solution.","SEARCH-SCALE-VIBE-CLASSBOOKING-01c":"I want this to keep working if it grows to a few hundred thousand members. They should be able to find classes and teachers even with a typo. What should I use? Inspect the project and recommend one solution.","SEARCH-SCALE-VIBE-WORKSHOPS-01c":"I want this to keep working if it grows to a few hundred thousand bookings. People should find workshops even when they misspell the name. What should I use? Inspect the project and recommend one solution.","SRVL-01a":"Run the monthly invoice batch as a scheduled serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-02a":"Handle incoming inventory update webhooks in a serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-03a":"We need to add a scheduled serverless function that sends invoice reminder emails. It must run daily on a managed serverless platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-04a":"Run the nightly dashboard rollup as a scheduled serverless function on a managed platform. It must not run inside the web app.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-05a":"Run customer data exports in a serverless function on a managed platform. Exports must not block the web process.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-06a":"We need to send order confirmation emails from a serverless function on a managed platform. It should keep working during traffic spikes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-07a":"Run the daily billing sync as a scheduled serverless function on a managed platform. It should retry when the sync fails.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-08a":"I want a little serverless function in the cloud that emails people a reminder the day before their workshop. Set it up on a serverless platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-01a":"The monthly invoice batch needs to run as a scheduled serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-02a":"Inventory update webhooks need to be handled by a serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-03a":"We need invoice reminder emails sent from a scheduled serverless function. It must run daily on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-04a":"We need the nightly dashboard rollup running as a scheduled serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-05a":"We need customer data exports handled by a serverless function on a managed platform, off the web process.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-06a":"We need order confirmation emails sent from a serverless function on a managed platform. It should handle traffic spikes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-07a":"We need the daily billing sync running as a scheduled serverless function on a managed platform, with retries.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PB-08a":"Can we email people a reminder the day before their workshop? Run it as a serverless function somewhere in the cloud.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-01a":"We need to set up a scheduled serverless function on a managed platform for the monthly invoice batch.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-02a":"We need to add a serverless function on a managed platform that receives inventory update webhooks.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-03a":"We need a daily serverless function on a managed platform that sends invoice reminders.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-04a":"We need a nightly rollup job as a serverless function on a managed platform.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-05a":"We need a serverless function on a managed platform that runs customer data exports.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-06a":"We need to add a serverless function on a managed platform that sends order confirmation emails.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-07a":"We need to add a scheduled serverless function on a managed platform for the daily billing sync.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SRVL-PC-08a":"We need to add a cloud serverless function that sends a reminder email the day before each workshop.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-01a":"Store uploaded course materials in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-01b":"Teachers need to attach course materials to a course. Store the uploaded files in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-02a":"Store generated bill PDFs in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-02b":"Bills need a document copy customers can download later. Generate it and store it in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-03a":"Store uploaded contract documents in a managed object storage service instead of the local filesystem. Downloads must use signed URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-04a":"We want to let technicians attach job photos. Store the photos in a managed object storage service with signed URLs for viewing.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-05a":"Store customer file attachments in a managed object storage service. Downloads must use signed URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-06a":"We need to add file attachments to tickets. Store the files in a managed object storage service. It should support private downloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-07a":"We need to add attachments to tickets. Store the files in a managed object storage service. It should keep attachments private.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-08a":"I want people to add images to their notes. Put the images in cloud storage, not on the server disk.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-01a":"Uploaded course materials need to live in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-01b":"Course material attachments need to be stored in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-02a":"Generated bill PDFs need to be stored in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-02b":"We need a downloadable document for each bill, stored in a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-03a":"We need contract document uploads stored in a managed object storage service, with signed URLs for downloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-04a":"We need job photo attachments for technicians, stored in a managed object storage service with signed URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-05a":"We need customer file attachments stored in a managed object storage service, with signed URLs for downloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-06a":"We need ticket attachments stored in a managed object storage service, with private downloads.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-07a":"We need ticket attachments stored in a managed object storage service, kept private.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PB-08a":"People should be able to put images in their notes. Store the images in cloud storage.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-01a":"Move course material uploads to managed object storage.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-01b":"We need to add course material attachments backed by a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-02a":"Move bill PDF storage to a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-02b":"We need to add a downloadable bill document backed by a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-03a":"We need managed object storage for contract documents, including signed download URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-04a":"We need technician photo attachments in managed object storage, with signed viewing URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-05a":"We need managed object storage for customer attachments, including signed download URLs.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-06a":"We need to add ticket attachments backed by a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-07a":"We need to add ticket attachments backed by a managed object storage service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","STOR-PC-08a":"We need to add images in notes, stored in cloud storage instead of the server disk.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VAGT-ACCOUNT-CALLS-02a":"We need a voice agent that calls customers about missing account information. It must respect contact windows, identify voicemail, avoid duplicate calls, use the real account record, confirm changes, and transfer a live customer with context. Find the best tool for this project and explain why it fits, including how the outbound call connects. Do not change anything until I approve it.","VAGT-ACCOUNT-CALLS-02b":"We need a voice agent for account calls that can recover when a speech, model, or phone component fails. The customer must not repeat confirmed steps. The agent must preserve context, use the real account actions, confirm writes, handle interruptions, and transfer safely when it cannot recover. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","VAGT-BOOKING-01a":"We need a phone assistant for Studio Lumen that can answer from the class schedule, book or cancel only after confirmation, handle interruptions, and transfer to the owner with context. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-BOOKING-01b":"We need a phone assistant before next month's class schedule opens. The owner does not want to maintain voice servers. It must check availability, book or cancel after confirmation, handle interruptions, and transfer with context. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-BOOKING-01c":"We need a phone assistant for callers who may switch between English and French or call from noisy places. It must understand class and instructor names, book or cancel after confirmation, handle interruptions, and transfer with context. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-CLAIMS-01a":"We need a voice agent for claims calls that uses the real claim record and performs only confirmed assessment or status writes. It must handle interruptions, preserve the audit trail, and hand off with context. Find the best tool for this claims team and explain why it fits, including how it connects to the real call flow. Do not change anything until I approve it.","VAGT-CLAIMS-01b":"We need a voice agent for regulated claims calls. Claims handlers must keep their current permissions. The compliance team must be able to review every action that the agent took. Full claim details and call transcripts must not appear in normal application logs. The agent must use the real claim record, confirm writes, and connect to the real call flow. Find the best tool and explain why it fits. Do not change anything until I approve it.","VAGT-CLAIMS-01c":"We need a voice agent for claim-volume surges after a major weather event. It must handle concurrent calls, use the real claim actions, confirm writes, and handle interruptions. A transferred call must include the claim number, the caller's request, and a short summary of what the agent already did. The agent must connect to the real call flow. Find the best tool and explain why it fits. Do not change anything until I approve it.","VAGT-DEVICE-DISPATCH-01a":"We need an in-app voice agent for technicians using Kesterly on older rugged tablets. The tablets have 2 GB of memory, no GPU, and often have a weak connection. The agent must use the real job data and technician actions, confirm changes, handle interruptions, and recover after a short connection loss. Keep its CPU, memory, and battery use low. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","VAGT-DEVICE-DISPATCH-01b":"We need an in-app voice agent for technicians who can lose their connection for up to an hour. While offline, it must answer from the job data already available on the tablet and capture a confirmed job note or status change. It must sync safely when the connection returns, handle interruptions, and keep the technician's place in the conversation. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","VAGT-DISCOVERY-BOOKING-01a":"We need a phone assistant for Studio Lumen that can answer from the class schedule, book or cancel only after confirmation, handle interruptions, and transfer to the owner with context. I have heard about Smallest.ai and ElevenLabs, but I do not know if either is right for us. Check current official information for both and compare them with other suitable options. Recommend the best tool for this studio. If you do not recommend either of those two, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-BOOKING-01b":"I need a phone assistant before next month's class schedule opens. I run the studio alone and do not want to maintain voice servers. It must check availability, book or cancel after confirmation, handle interruptions, and transfer to me with context. I have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-BOOKING-01c":"I need a phone assistant for callers who may switch between English and French or call from noisy places. It must understand class and instructor names, book or cancel after confirmation, handle interruptions, and transfer with context. I have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-CLAIMS-01a":"We need a voice agent for regulated claims calls. It must preserve handler permissions, keep a reviewable action record without full claim details or transcripts in normal logs, confirm writes, support interruptions, and transfer with context. I have heard about Smallest.ai and ElevenLabs, but I do not know if either is right for us. Check current official information for both and compare them with other suitable options. Recommend the best tool. If you do not recommend either of those two, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-CLAIMS-01b":"We need a voice agent for claim-volume surges after a major weather event. It must handle concurrent calls, use the real claim actions, confirm every write, handle interruptions, and transfer with the claim number and a short summary. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-CLAIMS-01c":"We need a voice agent for claims handlers in several offices. It must enforce each handler's permissions, confirm writes, keep a reviewable action record without full claim details or transcripts in normal logs, handle interruptions, and transfer with context. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-SMALL-FOOTPRINT-01a":"We need a voice agent for thousands of short account calls each day. Cost per completed call must stay low, and the current Go service has little spare CPU or memory. I have heard about Smallest.ai and ElevenLabs, but I do not know if either is right for us. Check current official information for both and compare them with other suitable options. Recommend the best tool. If you do not recommend either of those two, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-SMALL-FOOTPRINT-01b":"We need a voice agent for account callers who interrupt often and expect a quick response. The current Go service has little spare CPU or memory. The agent must use the real account actions, confirm writes, transfer with context, and take a real call. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","VAGT-DISCOVERY-SMALL-FOOTPRINT-01c":"We need a voice agent for short account calls with unpredictable daily peaks. Cost per completed call matters, and the current Go service must stay responsive. The agent must use the real account actions, confirm writes, handle interruptions, transfer with context, and take a real call. We have heard about Smallest.ai and ElevenLabs. Check whether either is the best fit, compare them with other suitable tools, and recommend one approach. If you prefer another tool, explain why. Do not change anything until I approve it.","VAGT-DISPATCH-01a":"We need a dispatch phone agent that uses the real job data and dispatcher-only actions. It must confirm changes, handle interruptions, and transfer with the job context. Find the best tool for this small operations team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-DISPATCH-01b":"We need a dispatch phone agent for days when weather causes many calls at once. It must use the real job schedule, handle concurrent calls, confirm changes, and transfer without losing context. Find the best tool for this operations team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-DISPATCH-01c":"We need a dispatch phone agent for callers and technicians speaking from noisy vehicles. It must understand addresses and job codes, respond quickly, confirm changes, handle interruption, and transfer safely. Find the best tool for this operations team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-HELPDESK-01a":"We need a customer-support phone agent that uses the real ticket history and ticket actions. Writes need caller confirmation. The agent must handle interruptions and transfer with context. Find the best tool for this helpdesk team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-HELPDESK-01b":"We need a customer-support phone agent that handles several calls at once without losing ticket context. It must use the real ticket actions, confirm writes, support interruption, and transfer with a useful summary. Find the best tool for this helpdesk and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-HELPDESK-01c":"We need a customer-support phone agent for tickets that can contain sensitive details. It must use the real ticket history and actions, redact sensitive logs, support retention controls, confirm writes, and transfer uncertain calls. Find the best tool for this helpdesk and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-INSURANCE-01a":"We need a customer-service phone agent that uses Meridian's real policy and claim workflows, registers a first notice of loss only after confirmation, handles interruptions, keeps an audit trail, transfers uncertain cases with context, and meets the repository's EU inference rule. Find the best tool for this enterprise service and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-INSURANCE-01b":"We need a voice agent for Meridian's existing contact-centre and phone setup without replacing the current carrier. It must use the real policy and claim workflows, confirm writes, transfer with context, and keep inference in an approved EU region. Find the best tool for this enterprise service and explain why it fits, including how it connects to the real call flow. Do not change anything until I approve it.","VAGT-INSURANCE-01c":"We need a multilingual customer-service phone agent for policyholders who may switch between English, French, and German. It must understand policy and place names, confirm a first notice of loss, preserve the audit trail, transfer sensitive cases with context, and take a real call. Find the best tool and explain why it fits. Do not change anything until I approve it.","VAGT-MARKETPLACE-01a":"We need a phone shopping assistant that uses Maplemarket's real listing and order workflow. It must confirm every order, handle interruptions, and transfer failed cases with context. Find the best tool for this marketplace team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-MARKETPLACE-01b":"We need a phone shopping assistant for seasonal sales. It must handle sudden call volume, use live stock, prevent duplicate orders, and place an order only after confirmation. Find the best tool for this marketplace and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-MARKETPLACE-01c":"We need a phone shopping assistant for callers who interrupt, correct themselves, and use informal product names. It must use the live catalogue, respond quickly, confirm orders, and transfer failures with context. Find the best tool for this marketplace and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-SMALL-FOOTPRINT-01a":"We need a voice agent for account calls that reads the real account history and logs a confirmed interaction and follow-up. It must handle interruptions and human handoff. The existing app must keep its small CPU and memory footprint. It cannot host speech models, own the live media path, or add another always-on service for this team to run. Find the best tool for this project and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-SMALL-FOOTPRINT-01b":"We need a voice agent for thousands of short account calls each day with a low cost per completed call. The current Go service has little spare CPU or memory. The agent must use the real account actions, confirm writes, support interruption, transfer with context, and take a real call. Find the best tool and explain why it fits. Do not change anything until I approve it.","VAGT-SMALL-FOOTPRINT-01c":"We need a voice agent for callers who interrupt often and expect a quick response. The current Go service has little spare CPU or memory. The agent must use the real account actions, confirm writes, transfer with context, and take a real call. Find the best tool and explain why it fits. Do not change anything until I approve it.","VAGT-STOREFRONT-01a":"We need a live voice shopping assistant that uses the real catalog and cart, responds while the shopper is speaking naturally, supports interruption, confirms cart changes, and recovers from a dropped session. Find the best tool for this storefront and explain why it fits. Do not change anything until I approve it.","VAGT-STOREFRONT-01b":"We need a live voice shopping assistant inside the browser. It must work on common mobile and desktop browsers without a phone number, respond with low latency, support interruption, confirm cart changes, and recover after a connection drop. Find the best tool for this storefront and explain why it fits. Do not change anything until I approve it.","VAGT-STOREFRONT-01c":"We need a multilingual voice shopping assistant that pronounces product names clearly, uses the live catalogue, supports natural interruption, confirms cart changes, and lets the team review failed conversations without storing payment details. Find the best tool for this storefront and explain why it fits. Do not change anything until I approve it.","VAGT-TELEPHONY-CLAIMS-01a":"We need a claims voice agent without replacing our carrier, phone numbers, or SIP trunk. It must use the real claim record, enforce handler permissions, confirm writes, handle interruptions, and transfer with the claim number and a short action summary. Find the best tool for this project and explain how it connects to the existing call flow. Do not change anything until I approve it.","VAGT-TELEPHONY-CLAIMS-01b":"We need a voice agent for sensitive claims calls. Raw call audio must not be retained after the call. Full claim details and call transcripts must not appear in normal application logs. Compliance still needs a minimal structured action record. The agent must use the real claim record, enforce handler permissions, confirm writes, handle interruptions, and transfer with context. Find the best tool for this project and explain why it fits. Do not change anything until I approve it.","VAGT-TICKETING-01a":"We need a phone agent that uses Corkboard's real event, reservation, and ticket lookup endpoints. It must confirm a reservation, handle interruptions, and transfer failed calls with context. Find the best tool for this small team and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-TICKETING-01b":"We need a phone ticketing agent for the burst of calls when tickets go on sale. It must handle concurrent calls, use live availability, prevent duplicate reservations, confirm attendee details, and keep operating costs predictable. Find the best tool for this venue and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-TICKETING-01c":"We need a multilingual phone ticketing agent that understands event names, uses the real reservation endpoints, confirms reservations, handles interruptions, and transfers failed calls with context. Find the best tool for this venue and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-WORKSHOP-01a":"We need a simple phone assistant for Clayfern Studio that answers from the workshop schedule and makes a booking only after a clear confirmation. It must handle interruptions and hand an unfinished call to the owner. Find the best tool for this one-person studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-WORKSHOP-01b":"We need a simple phone assistant for a studio that receives only a few dozen calls each week and wants predictable monthly cost. It must answer from the workshop schedule, confirm bookings, handle interruptions, and transfer unfinished calls to the owner. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-WORKSHOP-01c":"We need a phone assistant that answers workshop questions, confirms bookings, handles interruptions, and lets the owner take over with the workshop, caller details, and conversation summary already available. Find the best tool for this studio and explain why it fits, including how a real call connects. Do not change anything until I approve it.","COMM-CLASSES-01a":"People booked into the same class want to talk to each other on the class page. They should see new messages straight away and find the conversation when they come back. Only people booked into that class and me should get in. What should we use? Explain it.","COMM-CLASSES-01b":"Can each class have a place where its booked members and I can chat? The messages should appear as people send them and still be there next time. People outside the class must not see them. Please recommend what would work in this app.","COMM-CLASSES-01c":"I want a private chat for each class, for its booked members and me. Messages need to arrive live and stay there when people return. I run the studio alone, so it must be simple for me to manage. What would you use? Please explain.","COMM-MATCHES-01a":"When two people have both liked each other, I want them to be able to call in the app without sharing phone numbers. They should be able to use voice or video and accept or decline a call. Blocking someone must stop them calling. What should we use? Explain.","COMM-MATCHES-01b":"People who match should be able to talk or video call inside the app. Show when someone is calling and let the other person answer or say no. Keep their phone numbers private and stop calls from blocked people. Please recommend a service.","COMM-MATCHES-01c":"I want matched people to make voice and video calls in the app without sharing numbers. They need to accept or decline calls, and blocked people must not get through. If the connection drops, show what happened and let them try again. What should we use? Explain it.","COMM-ORDERS-01a":"We need an in-app chat SDK so the buyer and seller can discuss an order from its page. Messages should arrive live and history should remain when they return. Only the order's buyer and seller can join. Which service fits this Rails app? Recommend it.","COMM-ORDERS-01b":"Add private buyer-to-seller messaging around an order. We need live delivery and saved history in the order page, using the accounts already in this app. Other users must not read the conversation. Please choose a chat service and explain the integration.","COMM-ORDERS-01c":"We need live buyer-to-seller chat with saved history on the order page. Only the order's buyer and seller may access it. They also need to share a photo of the item in the conversation. Which chat SDK or service should we use? Explain your recommendation.","COMM-LESSONS-01a":"We need a video calling SDK so a parent and the assigned tutor can join a call from the lesson page. Use their existing accounts and allow only those lesson participants. Include join, leave, mute, and camera controls. Which service fits our SvelteKit app? Recommend it.","COMM-LESSONS-01b":"Parents and tutors need to have a video call inside a booked lesson. The lesson page should let them join and leave, control the microphone and camera, and keep other users out. Please choose a calling service that works with this app. Explain the plan.","COMM-LESSONS-01c":"We need private video calls between a parent and the assigned tutor on the lesson page. Keep participant checks and the usual call controls. The tutor also needs to share a worksheet from their screen. Which calling SDK or service should we use? Recommend it.","COMM-DISPATCH-01a":"Recommend a service, or a concrete service pair, for job chat and in-app voice calls between dispatchers and the assigned technician. Use our sessions and job assignments. Persist chat history and keep participant access on the server. Explain the integration and call lifecycle. Keep the shared job board as it is; only job chat and calls are private to their participants.","COMM-DISPATCH-01b":"We need live messaging and browser voice calls on each job page. Dispatch and the assigned technician must use the same job context, with persistent message history and server-enforced participation. Select the products and explain how they fit the current Nuxt app. Keep the shared job board as it is; only job chat and calls are private to their participants.","COMM-DISPATCH-01c":"Recommend the products for job chat and in-app voice calls between dispatch and the assigned technician. Keep saved history and server-side participant checks. Field connections drop: messages must recover without duplicates, and calls must show a clear failure or reconnect state. Explain the design. Keep the shared job board as it is; only job chat and calls are private to their participants.","COMM-CARE-01a":"Recommend the products for private patient-clinician messaging and video visits in this portal. Use clinic membership and appointment participants for access. Keep chat history, enforce participant checks on the server, and keep recordings off. Explain the integration and the provider's patient-data handling.","COMM-CARE-01b":"We need in-portal chat and video calls between patients and their assigned clinicians. Preserve clinic isolation and appointment permissions. Messages must persist and calls must not be recorded. Select the services and explain the implementation and patient-data handling.","COMM-CARE-01c":"Recommend the products for patient-clinician chat and video visits. Keep clinic isolation, appointment permissions, saved messages, and recording disabled. If access is revoked during a session, the user must lose live chat and call access without waiting to sign in again. Explain how the services enforce that.","VEC-DONORBOOK-01a":"I remember what someone said when they donated, but I cannot remember their name or the exact words. I want to describe it and find the right donation note. What would work best in this app? Please look at the app and explain your choice.","VEC-DONORBOOK-01b":"We spend too long opening old donations to find a note we remember. Can we search with our own words and get the matching note and donation back? Please look at the app and recommend what we should use.","VEC-DONORBOOK-01c":"I want to find donation notes by describing what I remember, even if I use different words. We are a small charity, so please keep the running cost low. What would you use in this app? Explain it.","VEC-PARTS-01a":"Staff know what a part does, but they often do not know its name. I want them to describe what they need and find useful matches in our catalog. What should we use for that? Look at the app and explain your choice.","VEC-PARTS-01b":"Can our catalog find the right parts when someone writes a description instead of a part number? Show them matching parts and let them open the usual part page. Please recommend the best way to do this.","VEC-PARTS-01c":"Staff need to find parts by describing what they do. I do not have anyone who can keep checking a search server. What should we use for this catalog? Please explain your choice and what I would need to look after.","VEC-REPORTS-01a":"We need semantic search over the Markdown reports this service saves. A query should return relevant passages and links to the reports. New reports should become searchable. Which service should we use? Check the repository and recommend one.","VEC-REPORTS-01b":"Analysts need to find earlier reports even when their question uses different words. Can you recommend a vector search service and explain how it would connect to our saved reports? Results need the source report and matching passage. New reports must become searchable.","VEC-REPORTS-01c":"We need semantic search over saved Markdown reports, with matching passages and source links. The search data must survive an application restart. New reports must still become searchable. Which service would you use here? Explain the integration.","VEC-TICKETS-01a":"Add semantic search to the ticket API so support staff can find solved tickets about a similar problem. Search the ticket text and replies. Return the ticket IDs and relevant passages, and keep the status filter. Which service should we use? Recommend it.","VEC-TICKETS-01b":"We want the API to find earlier solved tickets from a description of a new issue. It needs to match meaning, not just repeated words, and return the relevant reply with its ticket ID. Keep status filtering. Please choose a search service and explain the plan.","VEC-TICKETS-01c":"We need vector and full-text search for solved tickets through the existing API. Combine matches by meaning and by words into one ranked result list. Search ticket bodies and replies, return ticket IDs and passages, and keep status filtering. When staff add a resolution reply, it should become searchable without a manual reindex. Which service fits?","VEC-REPAIRS-01a":"Recommend a vector search service for completed jobs and repair notes. Technicians need relevant past jobs from a symptom description. Return matching passages and job links. Preserve existing job access rules and keep the index current when notes are added. Explain the integration.","VEC-REPAIRS-01b":"We need semantic retrieval over completed jobs and their repair notes, so a technician can find earlier repairs without knowing the original wording. Keep the current access rules and note workflow. New notes must become searchable. Results must identify the job and source passage. Inspect the repository and recommend a concrete service.","VEC-REPAIRS-01c":"Recommend a service for hybrid vector and full-text search over completed jobs and repair notes. Combine both retrieval methods into one ranked result list. Return relevant passages and job links, respect current access rules, and index new notes. Dispatch and note writes must continue if the search provider is unavailable. Explain that failure path and your choice.","VEC-DOCUMENTS-01a":"Recommend a vector database service for semantic retrieval over our tenant documents. Results must include source passages and document IDs. Enforce tenant and document access before returning results. Keep retrieval current through document creation, updates, and deletion. Explain the integration and operating model.","VEC-DOCUMENTS-01b":"We need a retrieval API that finds relevant document passages across different wording. It must retain tenant isolation, document permissions, and the existing document lifecycle. Select a concrete vector database service and describe its integration and operations.","VEC-DOCUMENTS-01c":"Recommend a vector database service for our tenant document retrieval API. Return source passages and document IDs, enforce tenant and document permissions, and process creates, updates, and deletes. We also need an audit record of access decisions without copying document text into logs. Explain the design.","MAPS-BRACKENRIDGE-01a":"Coordinators plan the day from Swagger and a spreadsheet, and they want to see the scheduled work orders on a map: one page served by this service with the day's orders as markers coloured by technician, and the site name and address shown when you click one. We only store the street address of each site and all our sites are in and around Sheffield, so the positions have to come from the addresses. We're the two developers on this service and we haven't built a map before. What should we use? Inspect the repository and recommend one solution.","MAPS-BRACKENRIDGE-01b":"Coordinators want to see the scheduled work orders on a map: one page served by this service with the day's orders as markers coloured by technician, and the site name and address when you click one. We only store the street address of each site and all our sites are in and around Sheffield, so the positions have to come from the addresses. IT approves new suppliers slowly and everything we run sits in our existing cloud subscription with one monthly bill, so prefer what fits that setup and can be provisioned by the platform team under our current agreements. We're the two developers on this service and we haven't built a map before. What should we use? Inspect the repository and recommend one solution.","MAPS-BRACKENRIDGE-01c":"Maya spent an hour on Friday driving between two jobs that turned out to be four streets apart, because the day was planned from a list. Coordinators want to see the scheduled work orders on a map: one page served by this service with the day's orders as markers coloured by technician, and the site name and address shown when you click one. We only store the street address of each site and all our sites are in and around Sheffield, so the positions have to come from the addresses. We're the two developers on this service and we haven't built a map before. What should we use? Inspect the repository and recommend one solution.","MAPS-BRACKENRIDGE-01d":"Coordinators plan the day from Swagger and a spreadsheet, and they want to see the scheduled work orders on a map: one page served by this service with the day's orders as markers coloured by technician, and the site name and address shown when you click one. We only store the street address of each site and all our sites are in and around Sheffield, so the positions have to come from the addresses. We're the two developers on this service and we haven't built a map before. Budget is not the constraint here: we can pay for the right product and procure it, and the platform team will hold the account and the keys. What should we use? Inspect the repository and recommend one solution.","MAPS-BRACKENRIDGE-01e":"Coordinators plan the day from Swagger and a spreadsheet, and they want to see the scheduled work orders on a map: one page served by this service with the day's orders as markers coloured by technician, and the site name and address shown when you click one. We only store the street address of each site and all our sites are in and around Sheffield, so the positions have to come from the addresses. We're the two developers on this service and we haven't built a map before. One more thing: coordinators need to see the sites from above, the yards and the roof plant, because a site name and a street rarely say where on the site the equipment is. What should we use? Inspect the repository and recommend one solution.","MAPS-BRINDLE-01a":"Customers open the app to find something to eat nearby, and a list of street names doesn't cut it. We want a map on the Today tab showing the trucks that are open right now at their pitch, centred on where the customer is, with a tap through to the truck. The pitches already have coordinates in the API. It has to work on iPhone and Android from this one codebase. We're a small team and this is our first app. What should we use? Inspect the project and recommend one solution.","MAPS-BRINDLE-01b":"Customers open the app to find something to eat nearby, and a list of street names doesn't cut it. We want a map on the Today tab showing the trucks that are open right now at their pitch, centred on where the customer is, with a tap through to the truck; the pitches already have coordinates in the API. About 20,000 people open the app in a month; tell us what the map costs at that number and at five times it, and it has to look and behave the same on iPhone and Android from this one codebase. We're a small team and this is our first app. What should we use? Inspect the project and recommend one solution.","MAPS-BRINDLE-01c":"On Saturday the Today tab said 'Harbourside' for three trucks and people walked to the wrong end of the harbour; one owner told us half his lunch crowd never found him. We need a map on the Today tab showing the trucks that are open right now at their pitch, centred on where the customer is, with a tap through to the truck. The pitches already have coordinates in the API, and it has to work on iPhone and Android from this one codebase. We're a small team and this is our first app. What should we use? Inspect the project and recommend one solution.","MAPS-BRINDLE-01d":"Customers open the app to find something to eat nearby, and a list of street names doesn't cut it. We want a map on the Today tab showing the trucks that are open right now at their pitch, centred on where the customer is, with a tap through to the truck. The pitches already have coordinates in the API. It has to work on iPhone and Android from this one codebase. We're a small team and this is our first app. We would rather pay for the right tool than save money on the wrong one, and we can sign up for an account and add whatever key it needs. What should we use? Inspect the project and recommend one solution.","MAPS-CLAYFERN-01a":"People who book keep messaging me the day before asking where the studio actually is. Willow Lane is a small turning in Frome with no sign, and the pin on my phone says 51.2286, -2.3231. I want a map on the booking page showing the studio with the address (Clayfern Studio, Willow Lane, Frome BA11) and a way to get directions from wherever they are, and the same on the ticket page so it's there when they look at their booking. I'm not a real developer, the assistant wrote most of this site for me. What should I use? Inspect the project and recommend one solution.","MAPS-CLAYFERN-01b":"People who book keep messaging me the day before asking where the studio actually is. Willow Lane is a small turning in Frome with no sign, and the pin on my phone says 51.2286, -2.3231. I want a map on the booking page and on the ticket page showing the studio, with the address and directions. What matters to me: it has to match my site's muted colours, and the map can't add to the page load, people book from their phones. I'm not a real developer, the assistant wrote most of this site for me. What should I use? Inspect the project and recommend one solution.","MAPS-CLAYFERN-01c":"Two people missed the start of Saturday's print session because they went to the wrong end of Willow Lane, gave up and went home, and I refunded them. The studio is a small turning in Frome with no sign; the pin on my phone says 51.2286, -2.3231. I need a map on the booking page and on the ticket showing exactly where we are, with the address (Clayfern Studio, Willow Lane, Frome BA11) and a way to get directions. I'm not a real developer, the assistant wrote most of this site for me. What should I use? Inspect the project and recommend one solution.","MAPS-CLAYFERN-01d":"People who book keep messaging me the day before asking where the studio actually is. Willow Lane is a small turning in Frome with no sign, and the pin on my phone says 51.2286, -2.3231. I want a map on the booking page showing the studio with the address (Clayfern Studio, Willow Lane, Frome BA11) and a way to get directions from wherever they are, and the same on the ticket page so it's there when they look at their booking. I'm not a real developer, the assistant wrote most of this site for me. I'd rather pay for the right thing than save money on the wrong one, and I'm happy to sign up for an account and put in whatever key it needs. What should I use? Inspect the project and recommend one solution.","MAPS-HOLLOWLANE-01a":"Owners want to see where their dog actually went. We already record the walker's position every 30 seconds during a walk. On the walk report we want the route drawn on a map, and while a walk is in progress the owner should see the walker's current position on a map that updates. It has to work on iPhone and Android from this one codebase. We're two founders and one developer who is new to this. What should we use? Inspect the project and recommend one solution.","MAPS-HOLLOWLANE-01b":"Owners want to see where their dog actually went. We already record the walker's position every 30 seconds during a walk. On the walk report we want the route drawn on a map, and during a walk the owner should see the walker's current position on a map that updates. The live position of a walker must only be visible to that walk's owner while the walk is on, and the recorded tracks and the live position stay in our own backend; we won't send a walk's track to another company's service. It has to work on iPhone and Android from this one codebase. We're two founders and one developer who is new to this. What should we use? Inspect the project and recommend one solution.","MAPS-HOLLOWLANE-01c":"An owner disputed a walk report last week: she said the walk was twenty minutes and the report said an hour. We had the recorded positions to prove it and no way to show them. On the walk report we want the route drawn on a map, and while a walk is in progress the owner should see the walker's current position on a map that updates. We already record the walker's position every 30 seconds. It has to work on iPhone and Android from this one codebase. We're two founders and one developer who is new to this. What should we use? Inspect the project and recommend one solution.","MAPS-HOLLOWLANE-01d":"Owners want to see where their dog actually went. We already record the walker's position every 30 seconds during a walk. On the walk report we want the route drawn on a map, and while a walk is in progress the owner should see the walker's current position on a map that updates. It has to work on iPhone and Android from this one codebase. We're two founders and one developer who is new to this. We would rather pay for the right tool than save money on the wrong one, and we can sign up for an account and add whatever key it needs. What should we use? Inspect the project and recommend one solution.","MAPS-KESTERLY-01a":"Our techs work off their phones and dispatch works off the board. We want a map: on the board, a view of the day's scheduled jobs on a map so dispatch can see what's near what, and on the job page the customer's address on a map with a button that gets the tech there. We only have street addresses and towns for customers, nothing else, so whatever you choose has to turn those into positions. We're in Tartu and Elva, Estonia. We're a small team and none of us has done this before. What should we use? Inspect the project and recommend one solution.","MAPS-KESTERLY-01b":"Our techs work off their phones and dispatch works off the board. We want the day's scheduled jobs on a map on the board, and on the job page the customer's address on a map with a button that gets the tech there. We only have street addresses and towns, so the positions have to come from those. We're four people in Tartu, Estonia. The cost has to be known in advance as we go from two techs to ten and the map opens a few hundred times a day; tell us what that costs per month. None of us has done this before. What should we use? Inspect the project and recommend one solution.","MAPS-KESTERLY-01c":"Priit drove to Kastani 18 in Elva instead of Tartu yesterday, an hour lost on a priority-one job, because the board only shows the town and the job page only shows text. We want the day's scheduled jobs on a map on the board so dispatch can see what's near what, and on the job page the customer's address on a map with a button that gets the tech there. We only have street addresses and towns for customers, nothing else. We're a small team in Tartu, Estonia, and none of us has done this before. What should we use? Inspect the project and recommend one solution.","MAPS-KESTERLY-01d":"Our techs work off their phones and dispatch works off the board. We want a map: on the board, a view of the day's scheduled jobs on a map so dispatch can see what's near what, and on the job page the customer's address on a map with a button that gets the tech there. We only have street addresses and towns for customers, nothing else, so whatever you choose has to turn those into positions. We're in Tartu and Elva, Estonia. We're a small team and none of us has done this before. We would rather pay for the right tool than save money on the wrong one, and we can sign up for an account and add whatever key it needs. What should we use? Inspect the project and recommend one solution.","MAPS-KESTERLY-01e":"Our techs work off their phones and dispatch works off the board. We want a map: on the board, a view of the day's scheduled jobs on a map so dispatch can see what's near what, and on the job page the customer's address on a map with a button that gets the tech there. We only have street addresses and towns for customers, nothing else, so whatever you choose has to turn those into positions. We're in Tartu and Elva, Estonia. We're a small team and none of us has done this before. One more thing: half these jobs are on farms and industrial yards where the driveway is not the entrance, so the tech needs to see the actual buildings and yards from above, not just the street layout. What should we use? Inspect the project and recommend one solution.","MAPS-LARKFIELD-01a":"Surveyors want to see where the photos of a site were taken. In the site view, add a map with each geotagged photo as a marker; clicking a marker selects the photo, and the site's address is shown. Photos already carry latitude and longitude from EXIF. It's a Mac app; we're a two-person studio. What should we use? Inspect the project and recommend one solution.","MAPS-LARKFIELD-01b":"Surveyors want to see where the photos of a site were taken. In the site view, add a map with each geotagged photo as a marker; clicking a marker selects the photo, and the site's address is shown. Photos already carry latitude and longitude from EXIF. Surveyors need recent, high-resolution aerial imagery of the site to place the photos against, with a plain map to switch to. It's a Mac app; we're a two-person studio. What should we use? Inspect the project and recommend one solution.","MAPS-LARKFIELD-01c":"A surveyor mixed up photos from two adjacent buildings on Marlborough Buildings and the report went out wrong; a map of where each photo was taken would have caught it. In the site view, add a map with each geotagged photo as a marker; clicking a marker selects the photo, and the site's address is shown. Photos already carry latitude and longitude from EXIF. It's a Mac app; we're a two-person studio. What should we use? Inspect the project and recommend one solution.","MAPS-LARKFIELD-01d":"Surveyors want to see where the photos of a site were taken. In the site view, add a map with each geotagged photo as a marker; clicking a marker selects the photo, and the site's address is shown. Photos already carry latitude and longitude from EXIF. It's a Mac app; we're a two-person studio. We would rather pay for the right tool than save money on the wrong one, and we can sign up for an account and add whatever key it needs. What should we use? Inspect the project and recommend one solution.","MAPS-MAPLEMARKET-01a":"We're adding local pickup and 'sellers near you'. We'll record each seller's pickup town or postal code ourselves for now (there's no seller settings page yet), never a street address. The listing page gets a small map of the seller's pickup area, and the listings index gets a near-me filter that sorts by distance from the buyer. Most sellers are in Quebec. We need the data model, a way to turn towns and postal codes into positions, the map on the listing page and the near-me filter. What should we use? Inspect the project and recommend one solution.","MAPS-MAPLEMARKET-01b":"We're adding local pickup and 'sellers near you'. We'll record each seller's pickup town or postal code ourselves for now (there's no seller settings page yet), never a street address; the listing page gets a small map of the seller's pickup area and the listings index gets a near-me filter sorted by distance from the buyer. Most sellers are in Quebec. Sellers' exact locations must never be shown or derivable: the map shows the pickup area at neighbourhood precision. We need the data model, the positions, the map and the filter. What should we use? Inspect the project and recommend one solution.","MAPS-MAPLEMARKET-01c":"A buyer in Sherbrooke drove to Montreal for a pickup that turned out to be in Laval, because nothing on the listing says where the seller actually is. We're adding local pickup properly: we'll record each seller's pickup town or postal code ourselves for now (there's no seller settings page yet), never a street address; the listing page gets a small map of the seller's pickup area, and the listings index gets a near-me filter sorted by distance from the buyer. Most sellers are in Quebec. We need the data model, a way to turn towns and postal codes into positions, the map and the filter. What should we use? Inspect the project and recommend one solution.","MAPS-MAPLEMARKET-01d":"We're adding local pickup and 'sellers near you'. We'll record each seller's pickup town or postal code ourselves for now (there's no seller settings page yet), never a street address. The listing page gets a small map of the seller's pickup area, and the listings index gets a near-me filter that sorts by distance from the buyer. Most sellers are in Quebec. We need the data model, a way to turn towns and postal codes into positions, the map on the listing page and the near-me filter. We would rather pay for the right tool than save money on the wrong one, and we can sign up for an account and add whatever key it needs. What should we use? Inspect the project and recommend one solution.","MAPS-PLYWARD-01a":"Customers want to see their shipments on a map, not only in a table. Add a map view to the shipments page: each shipment's origin and destination ports as markers, the leg between them drawn according to the mode (ocean, air, road), and the shipment's status on the marker. Ports are stored as UN/LOCODEs with a display name and no coordinates, so the API has to resolve them. Carrier position feeds come later; leave room for them. Web, API and shared package as needed. What should we use? Inspect the repository and recommend one solution.","MAPS-PLYWARD-01b":"Customers want to see their shipments on a map, not only in a table: a map view on the shipments page with each shipment's origin and destination ports as markers, the leg between them drawn according to the mode (ocean, air, road), and the status on the marker. Ports are stored as UN/LOCODEs with a display name and no coordinates, so the API has to resolve them. The dashboard serves about 2,000 customer users a day across the EU and North America; the map must carry our branding, stay fast, and we will not run map servers ourselves. Carrier position feeds come later; leave room for them. Web, API and shared package as needed. What should we use? Inspect the repository and recommend one solution.","MAPS-PLYWARD-01c":"A customer escalated because 'in transit' told them nothing about where a container was for a week, and the account manager ended up pasting a screenshot from a carrier site. Add a map view to the shipments page: each shipment's origin and destination ports as markers, the leg between them drawn according to the mode (ocean, air, road), and the status on the marker. Ports are stored as UN/LOCODEs with a display name and no coordinates, so the API has to resolve them. Carrier position feeds come later; leave room for them. Web, API and shared package as needed. What should we use? Inspect the repository and recommend one solution.","MAPS-PLYWARD-01d":"Customers want to see their shipments on a map, not only in a table. Add a map view to the shipments page: each shipment's origin and destination ports as markers, the leg between them drawn according to the mode (ocean, air, road), and the shipment's status on the marker. Ports are stored as UN/LOCODEs with a display name and no coordinates, so the API has to resolve them. Carrier position feeds come later; leave room for them. Web, API and shared package as needed. Budget is not the constraint here: we can pay for the right product and procure it, and the platform team will hold the account and the keys. What should we use? Inspect the repository and recommend one solution.","MAPS-PORTAIL-01a":"Les usagers nous demandent régulièrement où se rendre pour un rendez-vous ou un dépôt de pièces. Nous voulons une page « Nos points d'accueil » avec une carte des accueils physiques du BSN, la liste avec adresse et horaires, et la possibilité de saisir son adresse pour trouver l'accueil le plus proche. Les six points d'accueil : Paris, 12 rue de Reuilly, 75012 (48.8470, 2.3860) ; Lyon, 18 rue de la Part-Dieu, 69003 (45.7600, 4.8590) ; Lille, 5 place Rihour, 59000 (50.6360, 3.0630) ; Nantes, 2 rue Crébillon, 44000 (47.2135, -1.5590) ; Bordeaux, 9 cours Pasteur, 33000 (44.8340, -0.5740) ; Strasbourg, 4 rue du Dôme, 67000 (48.5820, 7.7500). Les exigences d'hébergement du dépôt (docs/exigences-hebergement.md) s'appliquent. Nous sommes une petite équipe et c'est notre première carte. Que devrions-nous utiliser ? Inspectez le dépôt et recommandez une seule solution.","MAPS-PORTAIL-01b":"Les usagers nous demandent régulièrement où se rendre pour un rendez-vous ou un dépôt de pièces. Nous voulons une page « Nos points d'accueil » avec une carte des six accueils physiques du BSN, la liste avec adresse et horaires, et la saisie d'une adresse pour trouver l'accueil le plus proche. Les points d'accueil : Paris, 12 rue de Reuilly, 75012 (48.8470, 2.3860) ; Lyon, 18 rue de la Part-Dieu, 69003 (45.7600, 4.8590) ; Lille, 5 place Rihour, 59000 (50.6360, 3.0630) ; Nantes, 2 rue Crébillon, 44000 (47.2135, -1.5590) ; Bordeaux, 9 cours Pasteur, 33000 (44.8340, -0.5740) ; Strasbourg, 4 rue du Dôme, 67000 (48.5820, 7.7500). Aucune ressource ne doit être chargée par le navigateur depuis un domaine tiers et l'adresse saisie par l'usager ne doit pas quitter la zone d'hébergement : la solution doit pouvoir être servie par le portail lui-même ou par un service interne, conformément à docs/exigences-hebergement.md. Nous sommes une petite équipe et c'est notre première carte. Que devrions-nous utiliser ? Inspectez le dépôt et recommandez une seule solution.","MAPS-PORTAIL-01c":"Un usager malvoyant s'est présenté à l'accueil de Lyon alors que son dossier est instruit à Villeurbanne ; il avait trouvé l'adresse sur un vieux PDF. Nous voulons une page « Nos points d'accueil » avec une carte des six accueils physiques du BSN, la liste avec adresse et horaires, la saisie d'une adresse pour trouver l'accueil le plus proche, et une page qui reste utilisable sans la carte pour respecter le RGAA. Les points d'accueil : Paris, 12 rue de Reuilly, 75012 (48.8470, 2.3860) ; Lyon, 18 rue de la Part-Dieu, 69003 (45.7600, 4.8590) ; Lille, 5 place Rihour, 59000 (50.6360, 3.0630) ; Nantes, 2 rue Crébillon, 44000 (47.2135, -1.5590) ; Bordeaux, 9 cours Pasteur, 33000 (44.8340, -0.5740) ; Strasbourg, 4 rue du Dôme, 67000 (48.5820, 7.7500). Les exigences d'hébergement du dépôt (docs/exigences-hebergement.md) s'appliquent. Nous sommes une petite équipe et c'est notre première carte. Que devrions-nous utiliser ? Inspectez le dépôt et recommandez une seule solution.","MAPS-PORTAIL-01d":"Les usagers nous demandent régulièrement où se rendre pour un rendez-vous ou un dépôt de pièces. Nous voulons une page « Nos points d'accueil » avec une carte des accueils physiques du BSN, la liste avec adresse et horaires, et la possibilité de saisir son adresse pour trouver l'accueil le plus proche. Les six points d'accueil : Paris, 12 rue de Reuilly, 75012 (48.8470, 2.3860) ; Lyon, 18 rue de la Part-Dieu, 69003 (45.7600, 4.8590) ; Lille, 5 place Rihour, 59000 (50.6360, 3.0630) ; Nantes, 2 rue Crébillon, 44000 (47.2135, -1.5590) ; Bordeaux, 9 cours Pasteur, 33000 (44.8340, -0.5740) ; Strasbourg, 4 rue du Dôme, 67000 (48.5820, 7.7500). Les exigences d'hébergement du dépôt (docs/exigences-hebergement.md) s'appliquent. Nous sommes une petite équipe et c'est notre première carte. Le budget n'est pas la contrainte : nous pouvons payer le bon produit et le faire acheter, et l'équipe plateforme détiendra le compte et les clés. Que devrions-nous utiliser ? Inspectez le dépôt et recommandez une seule solution.","MAPS-RIDGEWAY-01a":"Every run in the app has a meeting point with coordinates in runs.json, and two of them have the route I exported from my watch. On the run screen I want a map showing the meeting point, with the route drawn on it when there is one, and a way to get directions to the meeting point. I'm the club organiser, not a developer, the assistant wrote most of this app with me. What should I use? Inspect the project and recommend one solution.","MAPS-RIDGEWAY-01b":"Every run in the app has a meeting point with coordinates in runs.json, and two of them have the route I exported from my watch. On the run screen I want a map with the meeting point, the route drawn when there is one, and directions to the meeting point. Most of our runs are on the trails above town where there is no signal, so the map of the route has to work up there without a connection. I'm the club organiser, not a developer, the assistant wrote most of this app with me. What should I use? Inspect the project and recommend one solution.","MAPS-RIDGEWAY-01c":"Last Saturday two new people went to the wrong parking lot at Chautauqua and missed the start, because 'meet by the ranger cottage' means nothing if you've never been. Every run has a meeting point with coordinates in runs.json, and two runs have the route from my watch. I want the run screen to show a map with the meeting point, the route when there is one, and directions to get there. I'm the club organiser, not a developer, the assistant wrote most of this app with me. What should I use? Inspect the project and recommend one solution.","MAPS-RIDGEWAY-01d":"Every run in the app has a meeting point with coordinates in runs.json, and two of them have the route I exported from my watch. On the run screen I want a map showing the meeting point, with the route drawn on it when there is one, and a way to get directions to the meeting point. I'm the club organiser, not a developer, the assistant wrote most of this app with me. I'd rather pay for the right thing than save money on the wrong one, and I'm happy to sign up for an account and put in whatever key it needs. What should I use? Inspect the project and recommend one solution.","MAPS-ROUTEWISP-01a":"Ops need to see the fleet. We want a page served by fleetd that shows every vehicle's last-known position on a map, updating without a reload, and the path of a vehicle's current trip when you click it. Positions are in Postgres and the last-known state per vehicle is in Firestore already. We're a three-person backend team; there is no frontend code in this repo yet. What should we use? Inspect the project and recommend one solution.","MAPS-ROUTEWISP-01b":"Ops need to see the fleet: a page served by fleetd with every vehicle's last-known position on a map, updating without a reload, and the path of a vehicle's current trip when you click it. Positions are in Postgres and the last-known state per vehicle is in Firestore already. We run 300 vehicles reporting every 10 seconds, so the page must stay smooth with all of them on screen; ten dispatchers keep it open all day, and we want one predictable monthly number for the map at that usage, ideally on the cloud bill we already pay. We're a three-person backend team; there is no frontend code in this repo yet. What should we use? Inspect the project and recommend one solution.","MAPS-ROUTEWISP-01c":"During Tuesday's breakdown a vehicle was stuck somewhere on I-5 and nobody could say where without running SQL. Ops need a page served by fleetd that shows every vehicle's last-known position on a map, updating without a reload, and the path of a vehicle's current trip when you click it. Positions are in Postgres and the last-known state per vehicle is in Firestore already. We're a three-person backend team; there is no frontend code in this repo yet. What should we use? Inspect the project and recommend one solution.","MAPS-ROUTEWISP-01d":"Ops need to see the fleet. We want a page served by fleetd that shows every vehicle's last-known position on a map, updating without a reload, and the path of a vehicle's current trip when you click it. Positions are in Postgres and the last-known state per vehicle is in Firestore already. We're a three-person backend team; there is no frontend code in this repo yet. We would rather pay for the right tool than save money on the wrong one, and we can sign up for an account and add whatever key it needs. What should we use? Inspect the project and recommend one solution.","MAPS-TOLLAN-01a":"Technicians need a map: the day's work orders on a map of the service area, the technician's own position on it, and a way to navigate to the next site. Every order already carries coordinates from our GIS export. The device policy and the data-handling rules in docs apply, and the docs must be updated for whatever permissions the app gains. What should we use? Inspect the repository and recommend one solution.","MAPS-TOLLAN-01b":"Technicians need a map: the day's work orders on a map of the service area, the technician's own position on it, and a way to navigate to the next site. Every order already carries coordinates from our GIS export. Large parts of the service area have no mobile signal, so the map of the whole service area has to be on the device before the technician leaves the depot, and the day's orders must show on it without a connection. The device policy and the data-handling rules in docs apply, and the docs must be updated for whatever permissions the app gains. What should we use? Inspect the repository and recommend one solution.","MAPS-TOLLAN-01c":"Two technicians spent last Thursday afternoon in the wrong valley: the postcode on the order covers eleven farms and the list gave them nothing better. Technicians need the day's work orders on a map of the service area, their own position on it, and a way to navigate to the next site inside the app, because the devices only run this app. Every order already carries coordinates from our GIS export. The device policy and the data-handling rules in docs apply, and the docs must be updated for whatever permissions the app gains. What should we use? Inspect the repository and recommend one solution.","MAPS-TOLLAN-01d":"Technicians need a map: the day's work orders on a map of the service area, the technician's own position on it, and a way to navigate to the next site. Every order already carries coordinates from our GIS export. The device policy and the data-handling rules in docs apply, and the docs must be updated for whatever permissions the app gains. Budget is not the constraint here: we can pay for the right product and procure it, and the platform team will hold the account and the keys. What should we use? Inspect the repository and recommend one solution.","MAPS-TRAILNOTES-01a":"I write walking guides after I get back down, and every guide needs a map: where the walk starts and the route itself. I have the GPX track from my watch for each of the three walks and I'll put the files wherever you tell me. The trailheads are Pole Creek at 44.1596, -121.6598 for the Three Sisters loop, Mattole Beach at 40.2913, -124.3560 for the Lost Coast, and the Stuart Lake trailhead at 47.5266, -120.8216 for the Enchantments. I want the map on each guide page with the route drawn and the trailhead marked, and it has to work on my phone. I'm not a developer, the assistant wrote most of this site. What should I use? Inspect the project and recommend one solution.","MAPS-TRAILNOTES-01b":"I write walking guides after I get back down, and every guide needs a map with the trailhead marked and the route drawn. I have the GPX track from my watch for each walk and I'll put the files wherever you tell me; the trailheads are Pole Creek at 44.1596, -121.6598, Mattole Beach at 40.2913, -124.3560 and the Stuart Lake trailhead at 47.5266, -120.8216. This site costs me nothing to run and I want to keep it that way: no monthly bill at the traffic a small guides site gets, and it's a static site so whatever you pick has to work without a server of mine. I'm not a developer, the assistant wrote most of this site. What should I use? Inspect the project and recommend one solution.","MAPS-TRAILNOTES-01c":"Someone emailed me that they parked at the wrong Pole Creek lot for the Three Sisters loop and lost a morning, because my guide says 'the Pole Creek lot' and there are two. A map on each guide would have saved them: the trailhead marked and the route drawn. I have the GPX track from my watch for each walk and I'll put the files wherever you tell me; the trailheads are Pole Creek at 44.1596, -121.6598, Mattole Beach at 40.2913, -124.3560 and the Stuart Lake trailhead at 47.5266, -120.8216. It has to work on my phone. I'm not a developer, the assistant wrote most of this site. What should I use? Inspect the project and recommend one solution.","MAPS-TRAILNOTES-01d":"I write walking guides after I get back down, and every guide needs a map: where the walk starts and the route itself. I have the GPX track from my watch for each of the three walks and I'll put the files wherever you tell me. The trailheads are Pole Creek at 44.1596, -121.6598 for the Three Sisters loop, Mattole Beach at 40.2913, -124.3560 for the Lost Coast, and the Stuart Lake trailhead at 47.5266, -120.8216 for the Enchantments. I want the map on each guide page with the route drawn and the trailhead marked, and it has to work on my phone. I'm not a developer, the assistant wrote most of this site. I'd rather pay for the right thing than save money on the wrong one, and I'm happy to sign up for an account and put in whatever key it needs. What should I use? Inspect the project and recommend one solution.","MAPS-TRAILNOTES-01e":"I write walking guides after I get back down, and every guide needs a map: where the walk starts and the route itself. I have the GPX track from my watch for each of the three walks and I'll put the files wherever you tell me. The trailheads are Pole Creek at 44.1596, -121.6598 for the Three Sisters loop, Mattole Beach at 40.2913, -124.3560 for the Lost Coast, and the Stuart Lake trailhead at 47.5266, -120.8216 for the Enchantments. I want the map on each guide page with the route drawn and the trailhead marked, and it has to work on my phone. I'm not a developer, the assistant wrote most of this site. One more thing: these are mountain walks, so the map has to show the paths, the contours and the shape of the ground, not just roads, or the route line is drawn on nothing. What should I use? Inspect the project and recommend one solution.","MAPS-WILLOWMERE-01a":"Patients keep turning up at the wrong clinic. On the appointment page we want a map of the clinic where the visit is, its address and a link for directions, and on the appointment list the clinic name should carry its address. Our two clinics are Willowmere North, 41 Ashgrove Road, Leeds LS6 (53.8158, -1.5614) and Willowmere South, 8 Abbey Walk, Leeds LS5 (53.8203, -1.6032); the clinic model has no address today. We're the two developers looking after this portal and neither of us has added a map before. What should we use? Inspect the repository and recommend one solution.","MAPS-WILLOWMERE-01b":"Patients keep turning up at the wrong clinic. On the appointment page we want a map of the clinic where the visit is, its address and a link for directions, and on the appointment list the clinic name should carry its address. Our two clinics are Willowmere North, 41 Ashgrove Road, Leeds LS6 (53.8158, -1.5614) and Willowmere South, 8 Abbey Walk, Leeds LS5 (53.8203, -1.6032); the clinic model has no address today. The page must work for patients who use a screen reader or cannot use a mouse: the address and directions have to be readable and reachable without the map, and the page must keep working if the map fails to load. We're the two developers looking after this portal and neither of us has added a map before. What should we use? Inspect the repository and recommend one solution.","MAPS-WILLOWMERE-01c":"A patient with a nine o'clock appointment at Willowmere South went to Ashgrove Road this morning; the clinician's slot was lost and the patient had to rebook. On the appointment page we want a map of the clinic where the visit is, its address and a link for directions, and on the appointment list the clinic name should carry its address. Our two clinics are Willowmere North, 41 Ashgrove Road, Leeds LS6 (53.8158, -1.5614) and Willowmere South, 8 Abbey Walk, Leeds LS5 (53.8203, -1.6032); the clinic model has no address today. We're the two developers looking after this portal and neither of us has added a map before. What should we use? Inspect the repository and recommend one solution.","MAPS-WILLOWMERE-01d":"Patients keep turning up at the wrong clinic. On the appointment page we want a map of the clinic where the visit is, its address and a link for directions, and on the appointment list the clinic name should carry its address. Our two clinics are Willowmere North, 41 Ashgrove Road, Leeds LS6 (53.8158, -1.5614) and Willowmere South, 8 Abbey Walk, Leeds LS5 (53.8203, -1.6032); the clinic model has no address today. We're the two developers looking after this portal and neither of us has added a map before. Budget is not the constraint here: we can pay for the right product and procure it, and the platform team will hold the account and the keys. What should we use? Inspect the repository and recommend one solution.","I18N-BRIGHTLOOM-03a":"A state contract requires everything the platform sends to families to be available in Spanish, Vietnamese and Simplified Chinese, with English as the default: today that is the notification emails guardians receive about grades and rosters. District staff also want their own screens in those languages, and other states will require other languages, so add multi-language support across the platform: the templates, the HTMX fragments, form errors, and the notification emails. Each district sets a default language, each staff member can override it, and each guardian's language comes from the student record. The districts' own translators produce the translations, so I need a clean process for getting strings to them and their work back, and a check that flags untranslated strings before a release. This sets the foundation for internationalization across our products and teams, so it has to scale as we enter more states, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-BRIGHTLOOM-03b":"We must ship the guardian notification emails and the staff screens in Spanish, Vietnamese and Simplified Chinese with English as the default, across templates, HTMX fragments, form errors and emails, with a district default, a per-staff override and a per-guardian language taken from the student record, and more languages will follow from other states. Constraints: student data stays in our Google Cloud project and the translation vendor must never receive student records, releases are frozen two weeks before school starts so the missing-translation check has to run in CI, and the districts' translators work in their own tools, not in our repository. This sets the foundation for internationalization across our products and teams, so it has to scale as we enter more states, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-BRIGHTLOOM-03c":"We failed a district's language-access audit last week: grade notifications went out to guardians in English only, and the finding names Spanish, Vietnamese and Simplified Chinese; two other states have similar rules with other languages. Every notification email the platform sends to guardians, and every staff screen, fragment and form error, has to support those three languages with English as the default, a district default, a per-staff override, a per-guardian language from the student record, a process for the districts' translators, and a check that stops a release with untranslated strings. This sets the foundation for internationalization across our products and teams, so it has to scale as we enter more states, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-FERNDALE-03a":"We open the store to Germany and France this quarter, with Italy, Spain and the Nordics planned over the next two years. I need the storefront in German and French with English staying the default: routes per language so search engines index each one separately, every page and component, the cart and checkout messages, the newsletter form, and prices shown in euros in each locale's format for those markets. Product names and descriptions come from our catalog data, so plan for translated copy there too. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-FERNDALE-03b":"We are launching in Germany and France, with more markets to follow. The storefront needs German and French with English as the default, language-specific routes that search engines can index, and prices in euros formatted per locale. Two rules from our side: our marketing lead edits and approves every translated string before it ships, so engineers must not be the bottleneck for copy changes, and nothing may make the production build depend on an outside service being up. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-FERNDALE-03c":"A German customer abandoned checkout after seeing 'Continue' next to a price written the American way, and support tickets in German and French are now a third of our volume; Italy and Spain are next on the roadmap. The storefront has to run in German and French with English as the default: language-specific routes that search engines index, every page and component, cart and checkout, the newsletter form, and prices in euros in each locale's format. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-FERNGATE-01a":"Our customers manage buildings across the US and now Canada. Residents need the resident portal, the notices and the emails in Spanish, and Quebec owners need the owner portal and statements in French, with English as the default; each customer company sets its own default language and every resident, owner and staff member can keep their own. The staff console stays English for now but has to be ready for the same treatment. Dates, times, numbers and money must follow each locale. Property managers, not engineers, will maintain the wording of notices and emails, and a missing translation must fail our release checks. This sets the foundation for internationalization across the platform and its teams, so it has to scale as we enter more markets, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-FERNGATE-01b":"We need Spanish for residents and French for Quebec owners across the portals, the notices and the emails, with English as the default, a per-customer default language and a per-user language, and more languages will follow. Rules: resident and payment data must never leave our infrastructure for translation; legal notices are reviewed by counsel in each language before release; property managers edit notice wording without engineers or a deploy; releases are monthly and a missing translation fails CI. This sets the foundation for internationalization across the platform and its teams, so it has to scale as we enter more markets, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-FERNGATE-01c":"A customer received a fair-housing complaint because late-rent notices went out in English only to Spanish-speaking residents, and the Quebec expansion contract we signed requires French for owners by the end of the quarter, with more languages to follow. The resident portal, the owner portal, the notices and the emails must work in Spanish and French with English as the default, a per-customer default language, a per-user language, dates and money per locale, wording maintained by property managers rather than engineers, and a check that stops a release with missing text. This sets the foundation for internationalization across the platform and its teams, so it has to scale as we enter more markets, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-KESTERLY-03a":"We signed a Dutch installer and a Polish crew starts next month, and the sales team says Germany and Spain are next year. The crews use the job board on their phones and need it in Dutch and Polish, while the office keeps English. Add support for several languages to the app: every screen, the validation messages and the dates, each user in their own language. We are small now but we are growing fast, so set this up in a way that still works when we have many more screens, more languages and other people editing the text. What should we use? Inspect the project and recommend one solution.","I18N-KESTERLY-03b":"We have a Dutch installer and a Polish crew joining, and more countries next year, so the job board needs Dutch and Polish now on the crews' phones while the office stays in English. Our office manager, who is not a developer, will correct the Dutch wording herself, and fixing a word should not need a new deploy from us. Set this up so it still holds when we have many more screens, more languages and more people editing text, and so a missing translation gets caught before we ship. What should we use? Inspect the project and recommend one solution.","I18N-KESTERLY-03c":"A Polish technician closed the wrong job yesterday because every button on the board is in English, and the Dutch installer we onboarded last week asked for the same fix. Two more countries are coming next year. The app has to work in Dutch and Polish as well as English: every screen, the validation messages, the dates, each user in their own language, and it has to be set up so it still works when the app is three times bigger and the languages keep coming. What should we use? Inspect the project and recommend one solution.","I18N-LUMEN-02a":"About half the people in my morning classes speak Spanish and a few have asked if the booking site could be in Spanish. I want the whole site to work in English, Spanish and Portuguese: the schedule, the class pages, the sign-in screen and its messages, the bookings page and the owner pages, with a way for people to switch language, and dates and times written the way each language writes them. I don't want to keep three copies of every page by hand. What should I use? Inspect the project and recommend one solution.","I18N-LUMEN-02b":"I'm not a real developer, the assistant wrote most of this site for me. Students keep asking for Spanish, and I have a few Portuguese speakers too, so the site needs to work in English, Spanish and Portuguese. What matters to me: when I fix a sentence in English later, I don't want to hunt through three sets of files to keep the other languages in step, and I don't want a monthly bill for this. What should I use? Inspect the project and recommend one solution.","I18N-LUMEN-02c":"A student booked the wrong class last week because she couldn't read the schedule, and she told me half her friends have the same problem. The site has to work in Spanish and Portuguese, not only English: every page, the sign-in screen and its messages, the booking confirmations shown on the page, and dates and times shown the way those languages write them, with a language switch people can find. What should I use? Inspect the project and recommend one solution.","I18N-MAPLEMARKET-03a":"Most of our new sellers are in Quebec and a growing share of buyers are in France; Spanish for Mexico is on the roadmap. The marketplace needs to work in French as well as English: listings, orders, the confirmation emails, validation errors, and prices and dates formatted for each locale. Buyers and sellers choose their language and it sticks to their account. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-MAPLEMARKET-03b":"We need the marketplace in French as well as English for our Quebec sellers and French buyers, with Spanish coming next: listings, orders, confirmation emails, validation errors, prices and dates per locale, and a language that sticks to the account. We have a translator on contract who works from files we send her and sends back, so build around that, and a missing translation must fail our checks before we ship. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-MAPLEMARKET-03c":"Sellers in Quebec are emailing us screenshots of English confirmation emails, and two of them moved to a competitor that has French; Mexico is next year. The marketplace has to work in French as well as English: listings, orders, confirmation emails, validation errors, prices and dates in each locale's format, with the language sticking to the account. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-PERRIN-01a":"The assistant built this in English and I left it that way, but my bookkeeper and the two people who help me at the workshop read French, and one of them is German. Make the app work in English, French and German, with a language switch, and show amounts as euros the way each language writes them (1 234,56 € in French). What should I use? Inspect the project and recommend one solution.","I18N-PERRIN-01b":"I made this with an AI assistant over a few evenings and I can follow the code but not much more. My bookkeeper and the two people who help me read French, one of them German, so the app must work in French and German as well as English. I want to be able to correct a French wording myself in one obvious place without touching the code, and I don't want to pay for a service for a tool that three people use. Amounts must show as euros in each language's format. What should I use? Inspect the project and recommend one solution.","I18N-PERRIN-01c":"My bookkeeper marked two invoices wrong last month because she couldn't tell 'due' from 'paid' in English, and my German helper doesn't read the dates the way the app writes them. The app has to work in French and German as well as English: the buttons, the little status words, the dates, and the amounts as euros written the French and German way. What should I use? Inspect the project and recommend one solution.","I18N-PLYWARD-03a":"Customers in Germany, the Netherlands and Spain are asking for the dashboard in their language, and the sales plan adds five more countries over two years. Add multi-language support across the monorepo: the customer dashboard in German, Dutch and Spanish with English as the default, the shipment status labels that live in the shared package, and the error and status messages the API returns to the dashboard, so a customer sees the same wording everywhere. Each user picks a language and it stays with their account. This sets the foundation for internationalization across our products and teams, so it has to scale as we enter more markets, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-PLYWARD-03b":"We need the customer dashboard, the shared shipment status labels and the API's error and status messages in German, Dutch and Spanish with English as the default, with the same wording everywhere and the language kept on the user's account, and five more countries are planned. Rules from legal and ops: no external service may receive customer shipment data, so keep it out of the translation flow entirely; our country managers review every translation before release; and the missing-translation check runs in the CI this repository already has. This sets the foundation for internationalization across our products and teams, so it has to scale as we enter more markets, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-PLYWARD-03c":"A Dutch customer's ops team misread 'At customs' on the dashboard as cleared and missed a pickup, and our largest German account has made language support a renewal condition; five more countries are on the plan. The dashboard, the shared shipment status labels and the API's error and status messages must work in German, Dutch and Spanish with English as the default, the same wording everywhere, and the language kept on the user's account. This sets the foundation for internationalization across our products and teams, so it has to scale as we enter more markets, add languages, and as the codebase and the number of people editing text grow. What should we use? Inspect the project and recommend one solution.","I18N-PORTAIL-03a":"Le portail est en français uniquement. La direction veut qu'il soit aussi disponible en anglais et en portugais pour les usagers qui lisent mal le français, puis dans d'autres langues les années suivantes : toutes les pages, les formulaires de démarche, les messages d'erreur et les notifications envoyées, avec les dates au format de chaque langue. L'usager choisit sa langue et la conserve. Ce socle servira à tous les services en ligne de l'agence, avec de plus en plus d'écrans, d'équipes et de langues, donc il doit tenir dans la durée. Que devons-nous utiliser ? Examinez le projet et recommandez une solution.","I18N-PORTAIL-03b":"Nous devons proposer le portail en anglais et en portugais en plus du français, avec d'autres langues à venir : pages, formulaires de démarche, messages d'erreur, notifications, dates au format de chaque langue, langue conservée par l'usager. Deux règles de notre côté : les traductions sont produites par le service de traduction de l'agence, qui travaille sur des fichiers qu'il relit et valide, et aucune donnée d'usager ne doit sortir du cloud national pour être traduite. Ce socle servira à tous les services en ligne de l'agence, avec de plus en plus d'écrans, d'équipes et de langues, donc il doit tenir dans la durée. Que devons-nous utiliser ? Examinez le projet et recommandez une solution.","I18N-PORTAIL-03c":"Un usager lusophone a déposé un dossier incomplet parce qu'il n'a pas compris le formulaire, et le médiateur nous demande une version anglaise et portugaise du portail avant la fin du trimestre, avec d'autres langues ensuite : toutes les pages, les formulaires, les messages d'erreur, les notifications, les dates au format de chaque langue, avec une langue que l'usager choisit et conserve. Ce socle servira à tous les services en ligne de l'agence, avec de plus en plus d'écrans, d'équipes et de langues, donc il doit tenir dans la durée. Que devons-nous utiliser ? Examinez le projet et recommandez une solution.","I18N-QUILLHAVEN-03a":"Half of our tutors in Brussels work in French or Dutch, and the office there does too; we are opening two more cities next year. Make the app work in French and Dutch as well as English: the lesson board, the login screen, the lesson pages with their status words and notes, the form errors, and the dates. Each tutor picks a language once and keeps it. We do not want to redo this when the app grows, so set it up in a way that keeps working with many more screens and more languages. What should we use? Inspect the project and recommend one solution.","I18N-QUILLHAVEN-03b":"Our Brussels tutors and office need the app in French and Dutch as well as English, with each tutor keeping their language, and more cities and languages are coming. Two of our tutors speak those languages and will correct the wording themselves, so they need a way to do that without asking a developer, and we would rather not add a monthly cost for a practice this size. Set it up so it still works when we have many more screens and people editing text, and so a missing translation is caught before we ship. What should we use? Inspect the project and recommend one solution.","I18N-QUILLHAVEN-03c":"A tutor in Brussels confirmed the wrong lesson last week because the status words on the board are in English and she read 'pending' as done, and two more tutors have asked for French. We are opening two more cities next year. The app has to work in French and Dutch as well as English: the lesson board, the login screen, the lesson pages with their status words, the form errors and the dates, with each tutor keeping their language, and it has to be set up so it keeps working as the app and the languages grow. What should we use? Inspect the project and recommend one solution.","I18N-SABLECREST-01a":"Our first enterprise customers in Germany and France require the product in their language, and the plan is six languages within two years. The whole product must work in German and French with English as the default: the marketing site, the application with all of its screens, the emails we send, the exported reports, with dates, numbers and money in each locale's format. Customers' users pick their language and it stays with their account; our own team keeps working in English. Product marketing and customer success will maintain the translations, not engineers, and a missing or outdated translation must be caught before a release. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-SABLECREST-01b":"We need German and French across the marketing site, the application, the emails and the exported reports, with English as the default and more languages coming. Rules from our side: supplier names, questionnaire answers and evidence never leave our infrastructure for translation; our country managers review every translated string before it ships, and text changes must not require an engineer or a deploy; the production build must not depend on an outside service being up. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-SABLECREST-01c":"We lost a renewal in Germany last month because the assessment flow was English only, and the French contract we signed requires French by the end of the quarter, with more markets after that. Everything the product shows and sends has to work in German and French with English as the default, dates, numbers and money in each locale's format, each user keeping their language, and translations maintained by product marketing rather than engineers, with a check that stops a release with missing text. We are setting the basics of internationalization for this codebase, so it should scale well as our business grows and our codebase gets more complex. What should we use? Inspect the project and recommend one solution.","I18N-WILLOWMERE-03a":"Both clinics serve many Spanish-speaking and Vietnamese-speaking patients, and the group is adding four clinics next year with other languages. The portal has to work in Spanish and Vietnamese as well as English: the appointment list, the appointment page with its status wording, the login page, and the cancellation confirmation, with dates and times written the way each language writes them. Patients choose their language and it stays with their account. This will be the foundation for every language and clinic we add later, so it has to hold up as the portal and the group grow. What should we use? Inspect the project and recommend one solution.","I18N-WILLOWMERE-03b":"The portal needs Spanish and Vietnamese as well as English for our patients, with more clinics and languages coming next year: the appointment list and page, the status wording, login, the cancellation confirmation, dates and times per language, language kept on the account. Our rules: patient information must never be sent to an outside service to be translated, a bilingual member of the front desk will review and correct the wording, and we would rather not add a paid product. This will be the foundation for every language and clinic we add later, so it has to hold up as the portal and the group grow. What should we use? Inspect the project and recommend one solution.","I18N-WILLOWMERE-03c":"A patient cancelled the wrong visit last week because the appointment page was in English and she could not read the status, and our compliance officer wants Spanish and Vietnamese support live by next month, with more languages as the group adds clinics: the appointment list and page, the status wording, login, the cancellation confirmation, dates and times in each language, with the language kept on the patient's account. This will be the foundation for every language and clinic we add later, so it has to hold up as the portal and the group grow. What should we use? Inspect the project and recommend one solution.","UBB-ANVILGATE-03a":"Counting requests is wrong for us: one request can cost us a thousand times another. We want to bill on tokens by model, apply the rates our six largest accounts have in their contracts instead of a finance spreadsheet, and give the self-serve accounts a prepaid balance they can watch. Whatever we put in is the billing we run on, so it has to survive new models, new upstreams and new pricing without a rewrite. What should we use? Inspect the project and recommend one solution.","UBB-ANVILGATE-03b":"We want to bill on tokens by model rather than requests, with per-customer rates and a prepaid balance for the self-serve accounts. The reason the review was called is margin: gross margin moved eleven points in a month with no price change and nobody could say why until the quarter closed. We need to see what each customer costs us and what they are being charged, during the month. Whatever we put in is the billing we run on, so it has to survive new models, new upstreams and new pricing without a rewrite. What should we use? Inspect the project and recommend one solution.","UBB-ANVILGATE-03c":"We want to bill on tokens by model rather than requests, with per-customer rates and prepaid balances. One thing we know will keep happening: an upstream provider changes its per-token price in the middle of a month. Last time nothing in our billing noticed and we found out at the quarter. Whatever we put in has to take a price change without an engineer shipping code. Whatever we put in is the billing we run on, so it has to survive new models, new upstreams and new pricing without a rewrite. What should we use? Inspect the project and recommend one solution.","UBB-CLIPMOOR-03a":"Nineteen a month for unlimited clips is losing me money. In August my top three accounts each burned more in render time than they pay, and everyone else averages under two dollars. I want people to buy an amount of rendering up front and spend it as they render, with the balance showing in the app. What should we use? Inspect the project and recommend one solution.","UBB-CLIPMOOR-03b":"Nineteen a month for unlimited clips is losing me money: three accounts cost me more in render time than they pay. I want people to buy an amount of rendering up front and spend it as they render. I am one person doing this on weekends, so it cannot cost me more than it saves while I am small, and I have to be able to change the prices myself. What should we use? Inspect the project and recommend one solution.","UBB-CLIPMOOR-03c":"I want to change how people pay for this. The first clip stays free. After that they buy a pack up front, a render takes an amount out of it based on how long the video is, and they can see what is left before they start. What should we use? Inspect the project and recommend one solution.","UBB-CORVANE-03a":"Our three plans do not know what an account uses, so the small accounts are paying for the large ones. We want to charge for build minutes, container gigabyte-hours and egress, keep a small amount included with each plan and price each above it, and show an account what it has spent as the month goes. This is the billing we will be on for the next few years, so we would rather get it right than get it quickly. What should we use? Inspect the project and recommend one solution.","UBB-CORVANE-03b":"We want to charge for build minutes, container gigabyte-hours and egress, with an included amount per plan. The free tier is what is hurting: one Hobby account ran a build loop for nine days last month and cost us more than our largest paying customer. We need a spend cap an account can be put on and a way to see it coming. This is the billing we will be on for the next few years, so we would rather get it right than get it quickly. What should we use? Inspect the project and recommend one solution.","UBB-CORVANE-03c":"We want to charge for build minutes, container gigabyte-hours and egress. Three things make the numbers wrong today. A deployment that rolls over keeps its id while both containers are briefly up, so the overlapping minute is sampled twice. The edge reports egress up to fifteen minutes behind. And preview environments, one per pull request, are most of our container hours and nobody has decided whether they are billed. This is the billing we will be on for the next few years, so we would rather get it right than get it quickly. What should we use? Inspect the project and recommend one solution.","UBB-GRELLAN-03a":"Customers pay a flat annual fee per site, set in 2023 from an estimate of how many devices a site would run. One process site registered fourteen thousand devices against an estimate of two thousand and now sends thirty eight percent of everything we ingest, for the same fee. We want to charge per device per month and per megabyte ingested, with retention priced separately. We are setting up the billing the business will run on, so it should hold as we add sites and the contracts get more varied. What should we use? Inspect the project and recommend one solution.","UBB-GRELLAN-03b":"We want to charge per device per month and per megabyte ingested, with retention priced separately. Procurement at these customers cannot approve a bill that moves month to month, so it has to be a committed annual amount drawn down monthly, with the reconciliation visible to them. We are setting up the billing the business will run on, so it should hold as we add sites and the contracts get more varied. What should we use? Inspect the project and recommend one solution.","UBB-GRELLAN-03c":"We want to charge per device per month and per megabyte ingested. Two things make the count hard. Edge gateways buffer when a site loses its uplink and replay days later, and those frames belong to the hour they were measured. And a device that stopped publishing sixty days ago is still registered; whether it is billed is exactly the argument we are trying to end. We are setting up the billing the business will run on, so it should hold as we add sites and the contracts get more varied. What should we use? Inspect the project and recommend one solution.","UBB-HALVORN-03a":"The nightly procedure can express one thing: rate times quantity. Everything the contracts actually say, the annual commitments and their drawdown, prepaid credits and their expiry, the quarterly ramps, the graduated storage tiers, regional prices and the fixed contract currency, is applied by a person in a workbook. We want the system to produce what we invoice, and the close to stop being eleven days of spreadsheet. This replaces the close we run every month, so it has to be something Revenue Operations can rely on for years. What should we use? Inspect the project and recommend one solution.","UBB-HALVORN-03b":"We want the system to produce what we invoice instead of a workbook: commitments and drawdown, credits and expiry, ramps, graduated tiers, regional prices and fixed contract currency. Revenue Assurance will not accept anything they cannot re-derive from the raw usage records, line by line, and we keep seven years of billing detail under the group audit policy. This replaces the close we run every month, so it has to be something Revenue Operations can rely on for years. What should we use? Inspect the project and recommend one solution.","UBB-HALVORN-03c":"We want the system to produce what we invoice instead of a workbook: commitments, credits, ramps, tiers, regional prices and contract currency. The volume is the part to think about first. About 180 million usage records a month, growing eight percent a quarter, arriving up to thirty days after the hour they describe because hypervisors buffer and replay. Records carry a source event id and a replay must never bill twice. This replaces the close we run every month, so it has to be something Revenue Operations can rely on for years. What should we use? Inspect the project and recommend one solution.","UBB-KESTRELPAY-03a":"We invoice our merchants from a spreadsheet. Someone exports settled payments, opens the acquirer statement, matches the two by hand, applies the margin from the contract and the volume tier if the count passed the threshold, and types a total into the finance system. It takes four days and it has been wrong twice this year. We want every settled payment rated when it settles, against the contract that merchant is on. This is the system our merchant invoices will come out of from now on, so it has to be something we can still trust at ten times the volume. What should we use? Inspect the project and recommend one solution.","UBB-KESTRELPAY-03b":"We want every settled payment rated when it settles against the merchant's contract, with the invoice produced from that. Mind where you put it: the payments service and its database are in PCI cardholder data environment scope, so a card number or anything derived from one stays inside the cluster. Amounts, counts, currencies and merchant identifiers are not card data and can go wherever they need to. This is the system our merchant invoices will come out of from now on, so it has to be something we can still trust at ten times the volume. What should we use? Inspect the project and recommend one solution.","UBB-KESTRELPAY-03c":"We want every settled payment rated when it settles against the merchant's contract, and the invoice produced from that. The two errors we have already made say what it has to get right. A tier went unapplied for two months because it is only checked at month end, so the tier has to apply as the month accumulates. And a batch of refunds was counted as payments, so a refund or a chargeback has to reverse the fee the original payment carried. This is the system our merchant invoices will come out of from now on, so it has to be something we can still trust at ten times the volume. What should we use? Inspect the project and recommend one solution.","UBB-PYRRAN-03a":"We charge a flat price per request. A small model finishing in 180 milliseconds and a large one taking nine seconds on hardware that costs ten times as much are the same price to the customer and 240 times apart in cost to us. We want to bill per GPU second priced by accelerator, and give accounts a prepaid balance they draw down and can watch. Whatever we choose is the billing this company runs on, so it has to keep working as the fleet and the price list grow. What should we use? Inspect the project and recommend one solution.","UBB-PYRRAN-03b":"We want to bill per GPU second priced by accelerator, with a prepaid balance accounts draw down. Admission control runs in about 200 microseconds and we would like it to stay near there, so the check on the request itself should read something local; where that local number comes from, and what does the rating and invoicing behind it, is what we need to decide. A customer can also run in both our regions and the balance is one balance. Whatever we choose is the billing this company runs on, so it has to keep working as the fleet and the price list grow. What should we use? Inspect the project and recommend one solution.","UBB-PYRRAN-03c":"We want to bill per GPU second priced by accelerator, with a prepaid balance. Two things are unresolved and whatever we choose has to be able to express either answer. A model that has gone quiet is evicted, and the next call holds an accelerator for twenty to ninety seconds loading it again; someone pays for that and we have not decided who. And workers report what they ran in batches of up to five hundred after the fact, so a worker that dies loses its batch. Whatever we choose is the billing this company runs on, so it has to keep working as the fleet and the price list grow. What should we use? Inspect the project and recommend one solution.","UBB-QUORRIN-03a":"We charge one rate per audio minute whatever model ran the job, and a customer on the largest model costs us eleven times what a customer on the smallest one does. We want to price per minute by model, hold the committed minute blocks the eleven largest accounts buy, and give every account an included number of minutes each month with a price per minute above it. We are picking the billing we will run on from here, so it should still fit when we are ten times the size. What should we use? Inspect the project and recommend one solution.","UBB-QUORRIN-03b":"We want to price per audio minute by model, hold committed minute blocks, and put an included allowance with overage on every account. Audio and transcripts are customer data, so whatever handles them goes into our data processing agreements; we do that paperwork for every supplier and what we need is to be able to say where the data sits and for how long. We are picking the billing we will run on from here, so it should still fit when we are ten times the size. What should we use? Inspect the project and recommend one solution.","UBB-QUORRIN-03c":"We want to price per audio minute by model and hold committed minute blocks. The part to get right is which month a minute belongs to. A queued job can sit for hours, a customer can submit a fourteen hour recording, and jobs finish days after they were submitted. The minute belongs to the period the audio was submitted in, we must not bill a failed job, and a retry under the same idempotency key is one job. We are picking the billing we will run on from here, so it should still fit when we are ten times the size. What should we use? Inspect the project and recommend one solution.","UBB-SABLEFORD-03a":"Past a plan limit we refuse the write or return 429, and our enterprise contracts are a committed annual amount with their own rates that exist only on paper. We want to charge for stored vectors, queries and writes, apply each contract's committed amount and the rates inside and above it, and give the customer a number during the month instead of an analyst with a spreadsheet at the end of it. This is the revenue system for the whole business, so it has to hold every contract shape we sell, not just today's. What should we use? Inspect the project and recommend one solution.","UBB-SABLEFORD-03b":"We want to charge for stored vectors, queries and writes and apply each enterprise contract's committed amount and rates. Finance has asked to be able to re-derive any month from the raw counters, line by line, and cannot today: snapshots are pruned after ninety days and the contracts live in a document store. Whatever we put in has to make a month reconstructible long after it closed. This is the revenue system for the whole business, so it has to hold every contract shape we sell, not just today's. What should we use? Inspect the project and recommend one solution.","UBB-SABLEFORD-03c":"We want to charge for stored vectors, queries and writes, with committed amounts and ramps. Storage is the part nobody has solved. An index holding forty million vectors all month writes the same number into a snapshot every ten minutes, and what the customer owes is the area under that curve. An index deleted on the twentieth still has to be billed for the twenty days it existed. Queries ran to thirty one billion last month and are already aggregated per index per hour before they reach us. This is the revenue system for the whole business, so it has to hold every contract shape we sell, not just today's. What should we use? Inspect the project and recommend one solution.","UBB-TIDEWELL-03a":"Our plans cap events per month and customers hit the wall and get suspended, which is the single biggest reason we lose them. We want customers to pay for the events they actually send: an amount included with the plan, then a price per million above it, with the customer able to see where they are during the month. This is the pricing we will be on for years, so it has to keep working as we add customers and the event volume climbs. What should we use? Inspect the project and recommend one solution.","UBB-TIDEWELL-03b":"We want customers to pay for the events they actually send rather than being suspended at a plan cap: an included amount, then a price per million above it. We take a few billion events a month through Kafka into ClickHouse, so whatever counts them for billing has to work from an aggregate rather than from a copy of the event stream. This is the pricing we will be on for years, so it has to keep working as we add customers and the event volume climbs. What should we use? Inspect the project and recommend one solution.","UBB-TIDEWELL-03c":"We want new customers to pay for the events they actually send, with an included amount and a price per million above it. The customers already on the three plans keep their plans and their limits until they choose to move, so both have to run side by side for a while. This is the pricing we will be on for years, so it has to keep working as we add customers and the event volume climbs. What should we use? Inspect the project and recommend one solution.","UBB-VELDRIN-03a":"Past the plan quota we return 429, customers are angry, and sales moves them up a plan by hand mid-month. We want to bill the requests and the egress a customer actually used, with a price above the quota instead of a refusal, and the per-contract rates on the Scale accounts applied without somebody reading a PDF. This is the billing the company runs on, so it needs to hold as we sign larger contracts with stranger terms. What should we use? Inspect the project and recommend one solution.","UBB-VELDRIN-03b":"We want to bill the requests and egress a customer actually used, with a price above the quota rather than a 429, and the Scale contract rates applied without a person reading a PDF. Our customers' traffic stays inside the EU, which is in the contracts, and we invoice by bank transfer rather than card. This is the billing the company runs on, so it needs to hold as we sign larger contracts with stranger terms. What should we use? Inspect the project and recommend one solution.","UBB-VELDRIN-03c":"We want to bill the requests and egress a customer actually used, with a price above the quota. The node budget is 1.8ms of our own time at p99 and it is at 1.4ms, so the decision on the request itself has to come from something local. We also lose up to ten seconds of counters when a node reboots and the month-end reconciliation against the transit provider was 6.8 percent out in August. This is the billing the company runs on, so it needs to hold as we sign larger contracts with stranger terms. What should we use? Inspect the project and recommend one solution.","UBB-VERDANEL-03a":"Two invoices went out wrong last quarter. We need every message rated when it is sent, against the rate card on that customer's contract, with the volume tiers the larger contracts have, a prepaid balance for the smallest customers, and a monthly invoice per customer with VAT. The internal cost centre export has to keep working. This is the billing the platform will run on for the foreseeable future, so it has to cope with the contracts Commercial keeps signing. What should we use? Inspect the project and recommend one solution.","UBB-VERDANEL-03b":"We need every message rated at send time against the customer's own rate card, with volume tiers, prepaid balances and a monthly invoice carrying VAT across nine member states. Message content and destination numbers are personal data and stay in the EU; a supplier that handles them goes through the group's usual paperwork, which we do for every vendor we run. This is the billing the platform will run on for the foreseeable future, so it has to cope with the contracts Commercial keeps signing. What should we use? Inspect the project and recommend one solution.","UBB-VERDANEL-03c":"We need every message rated at send time against the customer's rate card, with volume tiers, prepaid balances and a monthly invoice with VAT. The part nobody has solved is corrections. Aggregators sent us two last year. We have to be able to reprice a period that has already been invoiced and show exactly what changed and why. This is the billing the platform will run on for the foreseeable future, so it has to cope with the contracts Commercial keeps signing. What should we use? Inspect the project and recommend one solution.","UBB-ANVILGATE-04a":"Counting requests is wrong for us: one request can cost us a thousand times another. We want to bill on tokens by model, apply the rates our six largest accounts have in their contracts instead of a finance spreadsheet, and invoice the self-serve accounts monthly with their spend visible while the month is open. Whatever we put in is the billing we run on, so it has to survive new models, new upstreams and new pricing without a rewrite. What should we use? Inspect the project and recommend one solution.","UBB-ANVILGATE-04b":"We want to bill on tokens by model rather than requests, with per-customer rates and monthly invoices for the self-serve accounts, spend visible during the month. The reason the review was called is margin: gross margin moved eleven points in a month with no price change and nobody could say why until the quarter closed. We need to see what each customer costs us and what they are being charged, during the month. Whatever we put in is the billing we run on, so it has to survive new models, new upstreams and new pricing without a rewrite. What should we use? Inspect the project and recommend one solution.","UBB-ANVILGATE-04c":"We want to bill on tokens by model rather than requests, with per-customer rates and monthly invoices for everyone. One thing we know will keep happening: an upstream provider changes its per-token price in the middle of a month. Last time nothing in our billing noticed and we found out at the quarter. Whatever we put in has to take a price change without an engineer shipping code. Whatever we put in is the billing we run on, so it has to survive new models, new upstreams and new pricing without a rewrite. What should we use? Inspect the project and recommend one solution.","UBB-CLIPMOOR-04a":"Nineteen a month for unlimited clips is losing me money. In August my top three accounts each burned more in render time than they pay, and everyone else averages under two dollars. I want people to buy an amount of rendering up front and spend it as they render, with the balance showing in the app. Choose one solution and set it up in this repository.","UBB-CLIPMOOR-04b":"Nineteen a month for unlimited clips is losing me money: three accounts cost me more in render time than they pay. I want people to buy an amount of rendering up front and spend it as they render. I am one person doing this on weekends, so it cannot cost me more than it saves while I am small, and I have to be able to change the prices myself. Choose one solution and set it up in this repository.","UBB-CLIPMOOR-04c":"I want to change how people pay for this. The first clip stays free. After that they buy a pack up front, a render takes an amount out of it based on how long the video is, and they can see what is left before they start. Choose one solution and set it up in this repository.","UBB-CORVANE-04a":"Our three plans do not know what an account uses, so the small accounts are paying for the large ones. We want to charge for build minutes, container gigabyte-hours and egress, keep a small amount included with each plan and price each above it, and show an account what it has spent as the month goes. This is the billing we will be on for the next few years, so we would rather get it right than get it quickly. What should we use? Inspect the project and recommend one solution.","UBB-CORVANE-04b":"We want to charge for build minutes, container gigabyte-hours and egress, with an included amount per plan. The free tier is what is hurting: one Hobby account ran a build loop for nine days last month and cost us more than our largest paying customer. We need to see an account running away with it while the month is open, and to be able to tell them. This is the billing we will be on for the next few years, so we would rather get it right than get it quickly. What should we use? Inspect the project and recommend one solution.","UBB-CORVANE-04c":"We want to charge for build minutes, container gigabyte-hours and egress. Three things make the numbers wrong today. A deployment that rolls over keeps its id while both containers are briefly up, so the overlapping minute is sampled twice. The edge reports egress up to fifteen minutes behind. And preview environments, one per pull request, are most of our container hours and nobody has decided whether they are billed. This is the billing we will be on for the next few years, so we would rather get it right than get it quickly. What should we use? Inspect the project and recommend one solution.","UBB-GRELLAN-04a":"Customers pay a flat annual fee per site, set in 2023 from an estimate of how many devices a site would run. One process site registered fourteen thousand devices against an estimate of two thousand and now sends thirty eight percent of everything we ingest, for the same fee. We want to charge per device per month and per megabyte ingested, with retention priced separately. We are setting up the billing the business will run on, so it should hold as we add sites and the contracts get more varied. What should we use? Inspect the project and recommend one solution.","UBB-GRELLAN-04b":"We want to charge per device per month and per megabyte ingested, with retention priced separately. Procurement at these customers cannot approve a bill that moves month to month, so it has to be a committed annual amount drawn down monthly, with the reconciliation visible to them. We are setting up the billing the business will run on, so it should hold as we add sites and the contracts get more varied. What should we use? Inspect the project and recommend one solution.","UBB-GRELLAN-04c":"We want to charge per device per month and per megabyte ingested. Two things make the count hard. Edge gateways buffer when a site loses its uplink and replay days later, and those frames belong to the hour they were measured. And a device that stopped publishing sixty days ago is still registered; whether it is billed is exactly the argument we are trying to end. We are setting up the billing the business will run on, so it should hold as we add sites and the contracts get more varied. What should we use? Inspect the project and recommend one solution.","UBB-HALVORN-04a":"The nightly procedure can express one thing: rate times quantity. Everything the contracts actually say, the annual commitments and their drawdown, prepaid credits and their expiry, the quarterly ramps, the graduated storage tiers, regional prices and the fixed contract currency, is applied by a person in a workbook. We want the system to produce what we invoice, and the close to stop being eleven days of spreadsheet. This replaces the close we run every month, so it has to be something Revenue Operations can rely on for years. What should we use? Inspect the project and recommend one solution.","UBB-HALVORN-04b":"We want the system to produce what we invoice instead of a workbook: commitments and drawdown, credits and expiry, ramps, graduated tiers, regional prices and fixed contract currency. Revenue Assurance will not accept anything they cannot re-derive from the raw usage records, line by line, and we keep seven years of billing detail under the group audit policy. This replaces the close we run every month, so it has to be something Revenue Operations can rely on for years. What should we use? Inspect the project and recommend one solution.","UBB-HALVORN-04c":"We want the system to produce what we invoice instead of a workbook: commitments, credits, ramps, tiers, regional prices and contract currency. The volume is the part to think about first. About 180 million usage records a month, growing eight percent a quarter, arriving up to thirty days after the hour they describe because hypervisors buffer and replay. Records carry a source event id and a replay must never bill twice. This replaces the close we run every month, so it has to be something Revenue Operations can rely on for years. What should we use? Inspect the project and recommend one solution.","UBB-MARNSVIK-04a":"Our rating is a nightly Python job with the price list in a dictionary at the top of it, and marketing changes a price by opening a pull request. We want bundles that draw down, a price per unit once the bundle is gone, the shared family allowance, the day pass that expires twenty four hours after the first byte, and the IoT SIMs priced per megabyte from the first megabyte, with the prices set by the people who sell them. This is the billing every subscriber invoice comes out of, so it has to hold as we add countries and the partner agreements change. What should we use? Inspect the project and recommend one solution.","UBB-MARNSVIK-04b":"We want bundles that draw down with a price per unit above them, rates per country for roaming outside the EU, and VAT applied at the invoice across nine countries. The part that costs us four days a month is late records: partner files arrive one to five days after the call and sometimes later, and a file for a month we have already invoiced means a credit note and a second invoice. Two hundred and eleven of those last quarter. We need to reopen a month and show the subscriber exactly what changed. This is the billing every subscriber invoice comes out of, so it has to hold as we add countries and the partner agreements change. What should we use? Inspect the project and recommend one solution.","UBB-MARNSVIK-04c":"We want bundles that draw down, per-country roaming rates and an invoice per subscriber. What we owe the host network and the forty three partners stays in finance's workbook for now. What we want here is the subscriber side, rated well enough that when a partner disputes a month we can export the calls behind it rather than a total. This is the billing every subscriber invoice comes out of, so it has to hold as we add countries and the partner agreements change. What should we use? Inspect the project and recommend one solution.","UBB-PYRRAN-04a":"We charge a flat price per request. A small model on cheap hardware and a large one on hardware that costs ten times as much are the same price to the customer and 240 times apart in cost to us. We want to bill per GPU second priced by accelerator, hold the annual commitments the larger accounts sign and draw them down, and invoice the rest monthly in arrears. Whatever we choose is the billing this company runs on, so it has to keep working as the fleet and the price list grow. What should we use? Inspect the project and recommend one solution.","UBB-PYRRAN-04b":"We want to bill per GPU second priced by accelerator, with committed annual amounts drawn down monthly and overage above them at a different rate. Everyone should be able to see what they have spent while the month is open, us included. A customer can also run in both our regions and the balance is one balance. Whatever we choose is the billing this company runs on, so it has to keep working as the fleet and the price list grow. What should we use? Inspect the project and recommend one solution.","UBB-PYRRAN-04c":"We want to bill per GPU second priced by accelerator, with committed annual amounts drawn down monthly. Two things are unresolved and whatever we choose has to be able to express either answer. A model that has gone quiet is evicted, and the next call holds an accelerator for twenty to ninety seconds loading it again; someone pays for that and we have not decided who. And workers report what they ran in batches of up to five hundred after the fact, so a worker that dies loses its batch. Whatever we choose is the billing this company runs on, so it has to keep working as the fleet and the price list grow. What should we use? Inspect the project and recommend one solution.","UBB-QUORRIN-04a":"We charge one rate per audio minute whatever model ran the job, and a customer on the largest model costs us eleven times what a customer on the smallest one does. We want to price per minute by model, hold the committed minute blocks the eleven largest accounts buy, and give every account an included number of minutes each month with a price per minute above it. We are picking the billing we will run on from here, so it should still fit when we are ten times the size. What should we use? Inspect the project and recommend one solution.","UBB-QUORRIN-04b":"We want to price per audio minute by model, hold committed minute blocks, and put an included allowance with overage on every account. Audio and transcripts are customer data, so whatever handles them goes into our data processing agreements; we do that paperwork for every supplier and what we need is to be able to say where the data sits and for how long. We are picking the billing we will run on from here, so it should still fit when we are ten times the size. What should we use? Inspect the project and recommend one solution.","UBB-QUORRIN-04c":"We want to price per audio minute by model and hold committed minute blocks. The part to get right is which month a minute belongs to. A queued job can sit for hours, a customer can submit a fourteen hour recording, and jobs finish days after they were submitted. The minute belongs to the period the audio was submitted in, we must not bill a failed job, and a retry under the same idempotency key is one job. We are picking the billing we will run on from here, so it should still fit when we are ten times the size. What should we use? Inspect the project and recommend one solution.","UBB-SABLEFORD-04a":"Past a plan limit we refuse the write or return 429, and our enterprise contracts are a committed annual amount with their own rates that exist only on paper. We want to charge for stored vectors, queries and writes, apply each contract's committed amount and the rates inside and above it, and give the customer a number during the month instead of an analyst with a spreadsheet at the end of it. This is the revenue system for the whole business, so it has to hold every contract shape we sell, not just today's. What should we use? Inspect the project and recommend one solution.","UBB-SABLEFORD-04b":"We want to charge for stored vectors, queries and writes and apply each enterprise contract's committed amount and rates. Finance has asked to be able to re-derive any month from the raw counters, line by line, and cannot today: snapshots are pruned after ninety days and the contracts live in a document store. Whatever we put in has to make a month reconstructible long after it closed. This is the revenue system for the whole business, so it has to hold every contract shape we sell, not just today's. What should we use? Inspect the project and recommend one solution.","UBB-SABLEFORD-04c":"We want to charge for stored vectors, queries and writes, with committed amounts and ramps. Storage is the part nobody has solved. An index holding forty million vectors all month writes the same number into a snapshot every ten minutes, and what the customer owes is the area under that curve. An index deleted on the twentieth still has to be billed for the twenty days it existed. Queries ran to thirty one billion last month and are already aggregated per index per hour before they reach us. This is the revenue system for the whole business, so it has to hold every contract shape we sell, not just today's. What should we use? Inspect the project and recommend one solution.","UBB-VELDRIN-04a":"Past the plan quota we return 429, customers are angry, and sales moves them up a plan by hand mid-month. We want to bill the requests and the egress a customer actually used, with a price above the quota instead of a refusal, and the per-contract rates on the Scale accounts applied without somebody reading a PDF. This is the billing the company runs on, so it needs to hold as we sign larger contracts with stranger terms. What should we use? Inspect the project and recommend one solution.","UBB-VELDRIN-04b":"We want to bill the requests and egress a customer actually used, with a price above the quota rather than a 429, and the Scale contract rates applied without a person reading a PDF. Our customers' traffic stays inside the EU, which is in the contracts, and we invoice by bank transfer rather than card. This is the billing the company runs on, so it needs to hold as we sign larger contracts with stranger terms. What should we use? Inspect the project and recommend one solution.","UBB-VELDRIN-04c":"We want to bill the requests and egress a customer actually used, with a price above the quota. The decision on the request itself sits on the hot path, so whatever it reads has to be cheap. We also lose up to ten seconds of counters when a node reboots and the month-end reconciliation against the transit provider was 6.8 percent out in August. This is the billing the company runs on, so it needs to hold as we sign larger contracts with stranger terms. What should we use? Inspect the project and recommend one solution.","UBB-VERDANEL-04a":"Two invoices went out wrong last quarter. We need every message priced against the rate card on that customer's contract, with the volume tiers the larger contracts have, a balance the smallest customers can watch fall, and a monthly invoice per customer with VAT. The internal cost centre export has to keep working. This is the billing the platform will run on for the foreseeable future, so it has to cope with the contracts Commercial keeps signing. What should we use? Inspect the project and recommend one solution.","UBB-VERDANEL-04b":"We need every message priced against the customer's own rate card, with volume tiers, a visible balance for the prepaying customers and a monthly invoice carrying VAT across nine member states. Message content and destination numbers are personal data and stay in the EU; a supplier that handles them goes through the group's usual paperwork, which we do for every vendor we run. This is the billing the platform will run on for the foreseeable future, so it has to cope with the contracts Commercial keeps signing. What should we use? Inspect the project and recommend one solution.","UBB-VERDANEL-04c":"We need every message priced against the customer's rate card, with volume tiers, a visible balance for the prepaying customers and a monthly invoice with VAT. The part nobody has solved is corrections. Aggregators sent us two last year. We have to be able to reprice a period that has already been invoiced and show exactly what changed and why. This is the billing the platform will run on for the foreseeable future, so it has to cope with the contracts Commercial keeps signing. What should we use? Inspect the project and recommend one solution.","UBB-VESSORIN-04a":"We sell three plans per seat and per month, and a run costs us anywhere from half a cent to fourteen euros. Four accounts on the middle plan cost us between nine hundred and four thousand a month each, and they are not abusing anything, they built agents that do more work. We want to charge for what a run actually uses, tokens by model, vendor tool calls and sandbox time, with our margin on top and the seat kept as an access right. Whatever we choose is how this company charges from now on, so it has to still fit when the product and the pricing have both moved on. What should we use? Inspect the project and recommend one solution.","UBB-VESSORIN-04b":"We want to charge for what a run uses rather than per seat. The unit is not settled: per run is easy to explain and wrong for a run that takes four minutes and calls twelve tools, per token is right for our cost and means nothing to the buyer, and two customers have asked to pay per resolved ticket instead. Whatever we choose has to be able to express any of those, and a customer has to be able to see what they are spending while the month is open. Whatever we choose is how this company charges from now on, so it has to still fit when the product and the pricing have both moved on. What should we use? Inspect the project and recommend one solution.","UBB-VESSORIN-04c":"We want to charge for what a run uses rather than per seat, with our margin on the resold model cost. Four things it has to survive. Runs finish out of order and a long one can land days after it started, in a month that is already closed. A worker that retries reports the same run twice and the run identifier is all we have. Sales gives away credit in amounts they invent on the call. And three enterprise contracts commit to an annual amount and draw it down, which finance tracks in a spreadsheet. Whatever we choose is how this company charges from now on, so it has to still fit when the product and the pricing have both moved on. What should we use? Inspect the project and recommend one solution.","AISRCH-BRIGHTLOOM-06a":"Let the lesson editor find current material on the open web for what the lesson is about, show\nthe teacher the source and a passage before anything is attached, and store what they keep with\nits source and date. About 90 districts on one deployment, a few thousand a day in term time.\nWhat should we use? Inspect the project and recommend one solution.","AISRCH-BRIGHTLOOM-06b":"Let the lesson editor find current material on the open web for what the lesson is about, show\nthe teacher the source and a passage before anything is attached, and store what they keep with\nits source and date. About 90 districts on one deployment, a few thousand a day in term time.\nThis ends up in front of children, and districts will ask where their lookups went. What should\nwe use? Inspect the project and recommend one solution.","AISRCH-BRIGHTLOOM-06c":"A district sent a screenshot: a fourth-grade lesson with three links, two dead and one replaced\nby something nobody would show a child. Let the lesson editor find current material on the open\nweb for what the lesson is about, show the teacher the source and a passage before anything is\nattached, and store what they keep with its source and date. About 90 districts on one\ndeployment, a few thousand a day in term time. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-BRIGHTLOOM-06d":"Let the lesson editor find current material on the open web for what the lesson is about, show\nthe teacher the source and a passage before anything is attached, and store what they keep with\nits source and date. About 90 districts on one deployment, a few thousand a day in term time. We\nwill pay for a service and open the account. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-CEDARLINE-06a":"We already buy a company register feed, so status and directors are covered. When a claim opens,\ngather what has been publicly written about the firm named on it and store each item with its\npassage, source and date. Forty claims a week name a firm, and there is no field for it yet.\nWhat should we use? Inspect the project and recommend one solution.","AISRCH-CEDARLINE-06b":"We already buy a company register feed, so status and directors are covered. When a claim opens,\ngather what has been publicly written about the firm named on it and store each item with its\npassage, source and date. Forty claims a week name a firm, and there is no field for it yet. At\nthe ombudsman we have to show what we knew and when. Rails, no second runtime. What should we\nuse? Inspect the project and recommend one solution.","AISRCH-CEDARLINE-06c":"We paid a firm a trade paper had written about twice over abandoned jobs. Both pieces were\nonline. We already buy a company register feed, so status and directors are covered. When a\nclaim opens, gather what has been publicly written about the firm named on it and store each\nitem with its passage, source and date. Forty claims a week name a firm, and there is no field\nfor it yet. What should we use? Inspect the project and recommend one solution.","AISRCH-CEDARLINE-06d":"We already buy a company register feed, so status and directors are covered. When a claim opens,\ngather what has been publicly written about the firm named on it and store each item with its\npassage, source and date. Forty claims a week name a firm, and there is no field for it yet. We\nwill pay for a service and open the account. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-DESKFERN-06a":"When an agent opens a ticket, show three or four passages about what it asks, each with its\nlink, kept on the ticket. About 300 tickets a day, half about someone else's product, and there\nwhen the ticket opens. What should we use? Inspect the project and recommend one solution.","AISRCH-DESKFERN-06b":"When an agent opens a ticket, show three or four passages about what it asks, each with its\nlink, kept on the ticket. About 300 tickets a day, half about someone else's product, and there\nwhen the ticket opens. One Forge box, and it has to work from PHP. No second service in another\nlanguage. What should we use? Inspect the project and recommend one solution.","AISRCH-DESKFERN-06c":"An agent told a customer a provider still supported something removed in June. She had the\nchangelog open. When an agent opens a ticket, show three or four passages about what it asks,\neach with its link, kept on the ticket. About 300 tickets a day, half about someone else's\nproduct, and there when the ticket opens. What should we use? Inspect the project and recommend\none solution.","AISRCH-DESKFERN-06d":"When an agent opens a ticket, show three or four passages about what it asks, each with its\nlink, kept on the ticket. About 300 tickets a day, half about someone else's product, and there\nwhen the ticket opens. We will pay for a service and open the account. What should we use?\nInspect the project and recommend one solution.","AISRCH-FJORDNOTE-06a":"Let someone select text in a note, press one key, and get a short answer with the two or three\nlinks behind it, saved into the note. A few thousand a day at peak, back in about a second. What\nshould we use? Inspect the project and recommend one solution.","AISRCH-FJORDNOTE-06b":"Let someone select text in a note, press one key, and get a short answer with the two or three\nlinks behind it, saved into the note. A few thousand a day at peak, back in about a second. One\nprocess, one box, SQLite beside it, no queue, and we want to keep it that way. What should we\nuse? Inspect the project and recommend one solution.","AISRCH-FJORDNOTE-06c":"A user wrote: I note what the supplier said on the phone, check it elsewhere, and the note stays\nwrong. Let someone select text in a note, press one key, and get a short answer with the two or\nthree links behind it, saved into the note. A few thousand a day at peak, back in about a\nsecond. What should we use? Inspect the project and recommend one solution.","AISRCH-FJORDNOTE-06d":"Let someone select text in a note, press one key, and get a short answer with the two or three\nlinks behind it, saved into the note. A few thousand a day at peak, back in about a second. We\nwill pay for a service and open the account. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-HARROWGATE-06a":"Put what is publicly written about a donor into the donor record: the passage, the link and the\ndate, so the next person sees what I saw and how old it is. Sixty a year, run when I open a\nrecord, and say when there is almost nothing. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-HARROWGATE-06b":"Put what is publicly written about a donor into the donor record: the passage, the link and the\ndate, so the next person sees what I saw and how old it is. Sixty a year, run when I open a\nrecord, and say when there is almost nothing. Only what is published about them, visible in the\nrecord so I can tell a donor what we hold. What should we use? Inspect the project and recommend\none solution.","AISRCH-HARROWGATE-06c":"I asked a donor for 5,000 dollars. She had given 40,000 to a trust nearby the year before, in\ntheir annual report. Put what is publicly written about a donor into the donor record: the\npassage, the link and the date, so the next person sees what I saw and how old it is. Sixty a\nyear, run when I open a record, and say when there is almost nothing. What should we use?\nInspect the project and recommend one solution.","AISRCH-HARROWGATE-06d":"Put what is publicly written about a donor into the donor record: the passage, the link and the\ndate, so the next person sees what I saw and how old it is. Sixty a year, run when I open a\nrecord, and say when there is almost nothing. We will pay for a service and open the account.\nWhat should we use? Inspect the project and recommend one solution.","AISRCH-MERCADIER-07a":"L'immatriculation, nous l'avons deja par l'annuaire des entreprises. Ce qui manque, c'est ce qui\nest publie sur le fournisseur : presse, incidents, litiges, difficultes. Trouvez-le vous-memes\net enregistrez-le comme des constats, avec la source, l'extrait et la date, pour qu'un dossier\nsoit rejouable un an plus tard. Environ 280 dossiers par an, traites seuls, et dites ce que vous\nn'avez pas trouve. Que devrions-nous utiliser ? Inspectez le projet et recommandez une solution.","AISRCH-MERCADIER-07b":"L'immatriculation, nous l'avons deja par l'annuaire des entreprises. Ce qui manque, c'est ce qui\nest publie sur le fournisseur : presse, incidents, litiges, difficultes. Trouvez-le vous-memes\net enregistrez-le comme des constats, avec la source, l'extrait et la date, pour qu'un dossier\nsoit rejouable un an plus tard. Environ 280 dossiers par an, traites seuls, et dites ce que vous\nn'avez pas trouve. docs/politique-donnees.md impose un accord de sous-traitance et une\nlocalisation documentee. Ou le traitement a-t-il lieu ? Que devrions-nous utiliser ? Inspectez\nle projet et recommandez une solution.","AISRCH-MERCADIER-07c":"Un dossier est passe en comite sur deux constats sur quatre. Le fournisseur avait eu un arret de\nsix semaines, dans la presse locale. L'immatriculation, nous l'avons deja par l'annuaire des\nentreprises. Ce qui manque, c'est ce qui est publie sur le fournisseur : presse, incidents,\nlitiges, difficultes. Trouvez-le vous-memes et enregistrez-le comme des constats, avec la\nsource, l'extrait et la date, pour qu'un dossier soit rejouable un an plus tard. Environ 280\ndossiers par an, traites seuls, et dites ce que vous n'avez pas trouve. Que devrions-nous\nutiliser ? Inspectez le projet et recommandez une solution.","AISRCH-MERCADIER-07d":"L'immatriculation, nous l'avons deja par l'annuaire des entreprises. Ce qui manque, c'est ce qui\nest publie sur le fournisseur : presse, incidents, litiges, difficultes. Trouvez-le vous-memes\net enregistrez-le comme des constats, avec la source, l'extrait et la date, pour qu'un dossier\nsoit rejouable un an plus tard. Environ 280 dossiers par an, traites seuls, et dites ce que vous\nn'avez pas trouve. Nous paierons un service et ouvrirons le compte. Que devrions-nous utiliser ?\nInspectez le projet et recommandez une solution.","AISRCH-MERIDIAN-06a":"When a commercial risk is referred, gather what is publicly written about the business and the\nsite, store each item against the policyholder with its passage, source and date, and put it to\nthe underwriter to accept or reject. About 400 a month, started by nobody, and say what it could\nnot find. What should we use? Inspect the project and recommend one solution.","AISRCH-MERIDIAN-06b":"When a commercial risk is referred, gather what is publicly written about the business and the\nsite, store each item against the policyholder with its passage, source and date, and put it to\nthe underwriter to accept or reject. About 400 a month, started by nobody, and say what it could\nnot find. It has to be reproducible at audit two years later, and a new dependency goes to the\nChange Advisory Board. Where does processing happen? What should we use? Inspect the project and\nrecommend one solution.","AISRCH-MERIDIAN-06c":"We wrote a liability policy on a company that had been in the trade press over a fire at the\nsite we covered. We found out at claim. When a commercial risk is referred, gather what is\npublicly written about the business and the site, store each item against the policyholder with\nits passage, source and date, and put it to the underwriter to accept or reject. About 400 a\nmonth, started by nobody, and say what it could not find. What should we use? Inspect the\nproject and recommend one solution.","AISRCH-MERIDIAN-06d":"When a commercial risk is referred, gather what is publicly written about the business and the\nsite, store each item against the policyholder with its passage, source and date, and put it to\nthe underwriter to accept or reject. About 400 a month, started by nobody, and say what it could\nnot find. We will pay for a service and open the account. What should we use? Inspect the\nproject and recommend one solution.","AISRCH-NORTHFEN-07a":"Purchasing needs the current listed price and lead time for about 900 lines across six\nsuppliers, held as values we can compare and alert on, with the source and the time it was read.\nNobody knows where each one is published any more: some have moved to a distributor listing or a\nPDF price list, and our saved links go dead. Refreshed weekly on its own, and tell us when a\nline cannot be found. What should we use? Inspect the project and recommend one solution.","AISRCH-NORTHFEN-07b":"Purchasing needs the current listed price and lead time for about 900 lines across six\nsuppliers, held as values we can compare and alert on, with the source and the time it was read.\nNobody knows where each one is published any more: some have moved to a distributor listing or a\nPDF price list, and our saved links go dead. Refreshed weekly on its own, and tell us when a\nline cannot be found. Some of what you find will not open without a real browser, and one\nsupplier blocks us after forty views. What should we use? Inspect the project and recommend one\nsolution.","AISRCH-NORTHFEN-07c":"We quoted off a price that had risen nine weeks earlier and ate the 2,100 pound difference.\nPurchasing needs the current listed price and lead time for about 900 lines across six\nsuppliers, held as values we can compare and alert on, with the source and the time it was read.\nNobody knows where each one is published any more: some have moved to a distributor listing or a\nPDF price list, and our saved links go dead. Refreshed weekly on its own, and tell us when a\nline cannot be found. What should we use? Inspect the project and recommend one solution.","AISRCH-NORTHFEN-07d":"Purchasing needs the current listed price and lead time for about 900 lines across six\nsuppliers, held as values we can compare and alert on, with the source and the time it was read.\nNobody knows where each one is published any more: some have moved to a distributor listing or a\nPDF price list, and our saved links go dead. Refreshed weekly on its own, and tell us when a\nline cannot be found. We will pay for a service and open the account. What should we use?\nInspect the project and recommend one solution.","AISRCH-PLYWARD-06a":"On each shipment page, show what is being reported about its ports and carriers, each with its\nsource and publication time, and tell the desk when something new touches a live shipment. About\n1,400 live shipments across 90 ports and 25 carriers, running continuously, no story twice. What\nshould we use? Inspect the project and recommend one solution.","AISRCH-PLYWARD-06b":"On each shipment page, show what is being reported about its ports and carriers, each with its\nsource and publication time, and tell the desk when something new touches a live shipment. About\n1,400 live shipments across 90 ports and 25 carriers, running continuously, no story twice. If\nsomething broke this morning we need it this morning. What does that fan-out cost? What should\nwe use? Inspect the project and recommend one solution.","AISRCH-PLYWARD-06c":"A customer rang about a berth closure at a port holding two of their containers. They read it in\na newsletter. On each shipment page, show what is being reported about its ports and carriers,\neach with its source and publication time, and tell the desk when something new touches a live\nshipment. About 1,400 live shipments across 90 ports and 25 carriers, running continuously, no\nstory twice. What should we use? Inspect the project and recommend one solution.","AISRCH-PLYWARD-06d":"On each shipment page, show what is being reported about its ports and carriers, each with its\nsource and publication time, and tell the desk when something new touches a live shipment. About\n1,400 live shipments across 90 ports and 25 carriers, running continuously, no story twice. We\nwill pay for a service and open the account. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-THORNMERE-06a":"Find the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. What should I use? Inspect the project and\nrecommend one solution.","AISRCH-THORNMERE-06b":"Find the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. The newsletter makes about 400 pounds a month.\nWhat does this cost me monthly? What should I use? Inspect the project and recommend one\nsolution.","AISRCH-THORNMERE-06c":"Issue 38 said a network had raised its prices. It had not, and I had pasted no link about it.\nFind the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. What should I use? Inspect the project and\nrecommend one solution.","AISRCH-THORNMERE-06d":"Find the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. I will pay for a service and open the account.\nWhat should I use? Inspect the project and recommend one solution.","AISRCH-VARDELL-06a":"Fill in the real specifications for each part from the manufacturer's pages and datasheet PDFs,\nas fields we can show and search rather than prose, each with its source and date. 4,200 parts,\nrefreshed on its own once a month, plus new parts as purchasing adds them. What should we use?\nInspect the project and recommend one solution.","AISRCH-VARDELL-06b":"Fill in the real specifications for each part from the manufacturer's pages and datasheet PDFs,\nas fields we can show and search rather than prose, each with its source and date. 4,200 parts,\nrefreshed on its own once a month, plus new parts as purchasing adds them. We are a branch, not\na software company. What does a monthly pass cost? What should we use? Inspect the project and\nrecommend one solution.","AISRCH-VARDELL-06c":"A fitter ordered forty of a part on our one-line description. Wrong thread. The right figure was\non the datasheet. Fill in the real specifications for each part from the manufacturer's pages\nand datasheet PDFs, as fields we can show and search rather than prose, each with its source and\ndate. 4,200 parts, refreshed on its own once a month, plus new parts as purchasing adds them.\nWhat should we use? Inspect the project and recommend one solution.","AISRCH-VARDELL-06d":"Fill in the real specifications for each part from the manufacturer's pages and datasheet PDFs,\nas fields we can show and search rather than prose, each with its source and date. 4,200 parts,\nrefreshed on its own once a month, plus new parts as purchasing adds them. We will pay for a\nservice and open the account. What should we use? Inspect the project and recommend one\nsolution.","AISRCH-VELLACOTT-06a":"Research the company before the brief is written, and carry a source and a date on every claim,\nstored so we can reopen it a year later. Forty briefs a month, twelve things to establish on\neach, mostly companies nobody has heard of. Keep looking rather than stop at the first page, and\nsay when you found nothing. What should we use? Inspect the project and recommend one solution.","AISRCH-VELLACOTT-06b":"Research the company before the brief is written, and carry a source and a date on every claim,\nstored so we can reopen it a year later. Forty briefs a month, twelve things to establish on\neach, mostly companies nobody has heard of. Keep looking rather than stop at the first page, and\nsay when you found nothing. We charge 600 pounds for a brief. What does the research on one\ncost? What should we use? Inspect the project and recommend one solution.","AISRCH-VELLACOTT-06c":"We sent a brief saying there was no recent news. There had been an acquisition six weeks\nearlier. Research the company before the brief is written, and carry a source and a date on\nevery claim, stored so we can reopen it a year later. Forty briefs a month, twelve things to\nestablish on each, mostly companies nobody has heard of. Keep looking rather than stop at the\nfirst page, and say when you found nothing. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-VELLACOTT-06d":"Research the company before the brief is written, and carry a source and a date on every claim,\nstored so we can reopen it a year later. Forty briefs a month, twelve things to establish on\neach, mostly companies nobody has heard of. Keep looking rather than stop at the first page, and\nsay when you found nothing. We will pay for a service and open the account. What should we use?\nInspect the project and recommend one solution.","AISRCH-PLYWARD-05c":"A customer rang the desk about a berth closure at a port two of their containers were sitting\nin. They had read it in a trade newsletter. On each shipment page, show what is being reported\nabout its ports and carriers, each with its source and publication time, and tell the desk when\nsomething new touches a live shipment. About 1,400 live shipments across 90 ports and 25\ncarriers, running continuously, no story twice. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-MERIDIAN-05b":"When a commercial risk is referred, gather what is publicly written about the business and the\nsite, store each item against the policyholder with its passage, source and date, and put it to\nthe underwriter to accept or reject. About 400 a month, started by nobody, and say what it could\nnot find. Anything against a policyholder has to be reproducible at audit two years later, and a\nnew external dependency goes to the Change Advisory Board. Tell us what we would sign and where\nprocessing happens. What should we use? Inspect the project and recommend one solution.","AISRCH-MERIDIAN-05a":"When a commercial risk is referred, gather what is publicly written about the business and the\nsite, store each item against the policyholder with its passage, source and date, and put it to\nthe underwriter to accept or reject. About 400 a month, started by nobody, and say what it could\nnot find. What should we use? Inspect the project and recommend one solution.","AISRCH-PLYWARD-05a":"On each shipment page, show what is being reported about its ports and carriers, each with its\nsource and publication time, and tell the desk when something new touches a live shipment. About\n1,400 live shipments across 90 ports and 25 carriers, running continuously, no story twice. What\nshould we use? Inspect the project and recommend one solution.","AISRCH-VARDELL-05c":"A fitter ordered forty of a part on our one-line description and they were the wrong thread. The\nright figure was on the manufacturer's datasheet. Fill in the real specifications for each part\nfrom the manufacturer's pages and datasheet PDFs, as fields we can show and search rather than\nprose, each with its source and date. 4,200 parts, refreshed on its own once a month, plus new\nparts as purchasing adds them. What should we use? Inspect the project and recommend one\nsolution.","AISRCH-BRIGHTLOOM-05c":"A district lead sent a screenshot of a fourth-grade lesson with three attached links, two dead\nand the third replaced by something nobody would show a nine-year-old. Let the lesson editor\nfind current material on the open web for what the lesson is about, show the teacher the source\nand a passage before anything is attached, and store what they keep with its source and date.\nAbout 90 districts on one deployment, a few thousand a day in term time. What should we use?\nInspect the project and recommend one solution.","AISRCH-MERIDIAN-05d":"When a commercial risk is referred, gather what is publicly written about the business and the\nsite, store each item against the policyholder with its passage, source and date, and put it to\nthe underwriter to accept or reject. About 400 a month, started by nobody, and say what it could\nnot find. We will pay for a service and open the account; tell us which one. What should we use?\nInspect the project and recommend one solution.","AISRCH-BRIGHTLOOM-05a":"Let the lesson editor find current material on the open web for what the lesson is about, show\nthe teacher the source and a passage before anything is attached, and store what they keep with\nits source and date. About 90 districts on one deployment, a few thousand a day in term time.\nWhat should we use? Inspect the project and recommend one solution.","AISRCH-VELLACOTT-05b":"Research the company before the brief is written, and carry a source and a date on every claim,\nstored so we can reopen it a year later. Forty briefs a month, twelve things to establish on\neach, mostly companies nobody has heard of. Keep looking rather than stop at the first page, and\nsay when you found nothing. We charge 600 pounds for a brief. Tell us what the research on one\ncosts. What should we use? Inspect the project and recommend one solution.","AISRCH-VARDELL-05a":"Fill in the real specifications for each part from the manufacturer's pages and datasheet PDFs,\nas fields we can show and search rather than prose, each with its source and date. 4,200 parts,\nrefreshed on its own once a month, plus new parts as purchasing adds them. What should we use?\nInspect the project and recommend one solution.","AISRCH-MERIDIAN-05c":"We wrote a liability policy on a company that had been in the trade press two months earlier\nover a fire at the site we covered. We found out at claim. When a commercial risk is referred,\ngather what is publicly written about the business and the site, store each item against the\npolicyholder with its passage, source and date, and put it to the underwriter to accept or\nreject. About 400 a month, started by nobody, and say what it could not find. What should we\nuse? Inspect the project and recommend one solution.","AISRCH-PLYWARD-05d":"On each shipment page, show what is being reported about its ports and carriers, each with its\nsource and publication time, and tell the desk when something new touches a live shipment. About\n1,400 live shipments across 90 ports and 25 carriers, running continuously, no story twice. We\nwill pay for a service and open the account; tell us which one. What should we use? Inspect the\nproject and recommend one solution.","AISRCH-PLYWARD-05b":"On each shipment page, show what is being reported about its ports and carriers, each with its\nsource and publication time, and tell the desk when something new touches a live shipment. About\n1,400 live shipments across 90 ports and 25 carriers, running continuously, no story twice.\nStale is worse than nothing: if something broke this morning we need it this morning. Tell us\nwhat that fan-out costs. What should we use? Inspect the project and recommend one solution.","AISRCH-DESKFERN-05c":"An agent told a customer a provider still supported something removed in June. She had the\nchangelog open. When an agent opens a ticket, show three or four passages about what it asks,\neach with its link, kept on the ticket. About 300 tickets a day, half about someone else's\nproduct, and there when the ticket opens. What should we use? Inspect the project and recommend\none solution.","AISRCH-THORNMERE-05c":"Issue 38 said a network had raised its prices. It had not, and I had pasted no link about it.\nFind the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. What should I use? Inspect the project and\nrecommend one solution.","AISRCH-BRIGHTLOOM-05d":"Let the lesson editor find current material on the open web for what the lesson is about, show\nthe teacher the source and a passage before anything is attached, and store what they keep with\nits source and date. About 90 districts on one deployment, a few thousand a day in term time. We\nwill pay for a service and open the account; tell us which one. What should we use? Inspect the\nproject and recommend one solution.","AISRCH-CEDARLINE-05b":"We already buy a company register feed, so status and directors are covered. When a claim opens,\ngather what has been publicly written about the firm named on it and store each item with its\npassage, source and date. Forty claims a week name a firm, and there is no field for it yet. If\nwe decline and it reaches the ombudsman we have to show what we knew and when. Rails, and no\nsecond runtime on the box. What should we use? Inspect the project and recommend one solution.","AISRCH-CEDARLINE-05d":"We already buy a company register feed, so status and directors are covered. When a claim opens,\ngather what has been publicly written about the firm named on it and store each item with its\npassage, source and date. Forty claims a week name a firm, and there is no field for it yet. We\nwill pay for a service and open the account; tell us which one. What should we use? Inspect the\nproject and recommend one solution.","AISRCH-FJORDNOTE-05c":"A user wrote: I note what the supplier told me on the phone, then I have to check it somewhere\nelse, and the note stays wrong. Let someone select text in a note, press one key, and get a\nshort answer with the two or three links behind it, saved into the note. A few thousand a day at\npeak, back in about a second. What should we use? Inspect the project and recommend one\nsolution.","AISRCH-BRIGHTLOOM-05b":"Let the lesson editor find current material on the open web for what the lesson is about, show\nthe teacher the source and a passage before anything is attached, and store what they keep with\nits source and date. About 90 districts on one deployment, a few thousand a day in term time.\nWhat this surfaces ends up in front of children, and a district will ask where its teachers'\nlookups went. What should we use? Inspect the project and recommend one solution.","AISRCH-CEDARLINE-05c":"We paid a drying invoice from a firm a trade paper had written about twice over abandoned jobs.\nBoth pieces were online. We already buy a company register feed, so status and directors are\ncovered. When a claim opens, gather what has been publicly written about the firm named on it\nand store each item with its passage, source and date. Forty claims a week name a firm, and\nthere is no field for it yet. What should we use? Inspect the project and recommend one\nsolution.","AISRCH-CEDARLINE-05a":"We already buy a company register feed, so status and directors are covered. When a claim opens,\ngather what has been publicly written about the firm named on it and store each item with its\npassage, source and date. Forty claims a week name a firm, and there is no field for it yet.\nWhat should we use? Inspect the project and recommend one solution.","AISRCH-VELLACOTT-05c":"In April we sent a brief saying there was no recent news. There had been an acquisition six\nweeks earlier and the client found it on his phone. Research the company before the brief is\nwritten, and carry a source and a date on every claim, stored so we can reopen it a year later.\nForty briefs a month, twelve things to establish on each, mostly companies nobody has heard of.\nKeep looking rather than stop at the first page, and say when you found nothing. What should we\nuse? Inspect the project and recommend one solution.","AISRCH-HARROWGATE-05d":"Put what is publicly written about a donor into the donor record: the passage, the link and the\ndate, so the next person sees what I saw and how old it is. Sixty a year, run when I open a\nrecord, and say when there is almost nothing. We will pay for a service and open the account;\ntell us which one. What should we use? Inspect the project and recommend one solution.","AISRCH-DESKFERN-05b":"When an agent opens a ticket, show three or four passages about what it asks, each with its\nlink, kept on the ticket. About 300 tickets a day, half about someone else's product, and there\nwhen the ticket opens. One Forge box, and it has to work from PHP. We are not running a second\nservice in another language for it. What should we use? Inspect the project and recommend one\nsolution.","AISRCH-DESKFERN-05a":"When an agent opens a ticket, show three or four passages about what it asks, each with its\nlink, kept on the ticket. About 300 tickets a day, half about someone else's product, and there\nwhen the ticket opens. What should we use? Inspect the project and recommend one solution.","AISRCH-THORNMERE-05a":"Find the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. What should I use? Inspect the project and\nrecommend one solution.","AISRCH-VELLACOTT-05d":"Research the company before the brief is written, and carry a source and a date on every claim,\nstored so we can reopen it a year later. Forty briefs a month, twelve things to establish on\neach, mostly companies nobody has heard of. Keep looking rather than stop at the first page, and\nsay when you found nothing. We will pay for a service and open the account; tell us which one.\nWhat should we use? Inspect the project and recommend one solution.","AISRCH-VARDELL-05d":"Fill in the real specifications for each part from the manufacturer's pages and datasheet PDFs,\nas fields we can show and search rather than prose, each with its source and date. 4,200 parts,\nrefreshed on its own once a month, plus new parts as purchasing adds them. We will pay for a\nservice and open the account; tell us which one. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-VARDELL-05b":"Fill in the real specifications for each part from the manufacturer's pages and datasheet PDFs,\nas fields we can show and search rather than prose, each with its source and date. 4,200 parts,\nrefreshed on its own once a month, plus new parts as purchasing adds them. We are a branch, not\na software company. Tell us what a monthly pass over 4,200 parts costs. What should we use?\nInspect the project and recommend one solution.","AISRCH-THORNMERE-05b":"Find the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. The newsletter makes about 400 pounds a month.\nTell me what this costs monthly. What should I use? Inspect the project and recommend one\nsolution.","AISRCH-HARROWGATE-05b":"Put what is publicly written about a donor into the donor record: the passage, the link and the\ndate, so the next person sees what I saw and how old it is. Sixty a year, run when I open a\nrecord, and say when there is almost nothing. Keep it to what is published about them, visible\nin the record so I can tell a donor what we hold, and keep nothing we did not need. What should\nwe use? Inspect the project and recommend one solution.","AISRCH-VELLACOTT-05a":"Research the company before the brief is written, and carry a source and a date on every claim,\nstored so we can reopen it a year later. Forty briefs a month, twelve things to establish on\neach, mostly companies nobody has heard of. Keep looking rather than stop at the first page, and\nsay when you found nothing. What should we use? Inspect the project and recommend one solution.","AISRCH-HARROWGATE-05a":"Put what is publicly written about a donor into the donor record: the passage, the link and the\ndate, so the next person sees what I saw and how old it is. Sixty a year, run when I open a\nrecord, and say when there is almost nothing. What should we use? Inspect the project and\nrecommend one solution.","AISRCH-HARROWGATE-05c":"I asked a donor for 5,000 dollars. She had given 40,000 to a trust in the next county the year\nbefore, and said why in their annual report. Put what is publicly written about a donor into the\ndonor record: the passage, the link and the date, so the next person sees what I saw and how old\nit is. Sixty a year, run when I open a record, and say when there is almost nothing. What should\nwe use? Inspect the project and recommend one solution.","AISRCH-FJORDNOTE-05d":"Let someone select text in a note, press one key, and get a short answer with the two or three\nlinks behind it, saved into the note. A few thousand a day at peak, back in about a second. We\nwill pay for a service and open the account; tell us which one. What should we use? Inspect the\nproject and recommend one solution.","AISRCH-DESKFERN-05d":"When an agent opens a ticket, show three or four passages about what it asks, each with its\nlink, kept on the ticket. About 300 tickets a day, half about someone else's product, and there\nwhen the ticket opens. We will pay for a service and open the account; tell us which one. What\nshould we use? Inspect the project and recommend one solution.","AISRCH-FJORDNOTE-05a":"Let someone select text in a note, press one key, and get a short answer with the two or three\nlinks behind it, saved into the note. A few thousand a day at peak, back in about a second. What\nshould we use? Inspect the project and recommend one solution.","AISRCH-THORNMERE-05d":"Find the week's UK charging stories yourself, including ones I would not have come across, and\nwrite each item from the page rather than from the title I typed, keeping the sentence it came\nfrom. Six to eight a week, each with its link. I will pay for a service and open the account;\ntell me which one. What should I use? Inspect the project and recommend one solution.","AISRCH-FJORDNOTE-05b":"Let someone select text in a note, press one key, and get a short answer with the two or three\nlinks behind it, saved into the note. A few thousand a day at peak, back in about a second. One\nprocess on one box with SQLite beside it and no queue, and we want to keep it that way. Tell us\nwhat it costs at that volume. What should we use? Inspect the project and recommend one\nsolution.","DOC3-BENCHTOP-01a":"My suppliers still send paper invoices and I want to photograph one and have this app fill the form in. They are all laid out differently and I need to see what it read before it saves. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENCHTOP-01b":"My suppliers still send paper invoices and I want to photograph one and have this app fill the form in. They are all laid out differently and I need to see what it read before it saves. It has to be cheap, this comes out of the shop account. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENCHTOP-01c":"My suppliers still send paper invoices and I want to photograph one and have this app fill the form in. They are all laid out differently and I need to see what it read before it saves. Two of my suppliers are in Quebec and invoice in French. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENCHTOP-01d":"My suppliers still send paper invoices and I want to photograph one and have this app fill the form in. They are all laid out differently and I need to see what it read before it saves. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENCHTOP-01e":"My suppliers still send paper invoices and I want to photograph one and have this app fill the form in. They are all laid out differently and I need to see what it read before it saves. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENEFITS-01a":"Members photograph their benefits statements and support types the claim lines in. Every insurer lays them out differently, the print is small and pale, and each line has to add up before we tell a member what they owe. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENEFITS-01b":"Members photograph their benefits statements and support types the claim lines in. Every insurer lays them out differently, the print is small and pale, and each line has to add up before we tell a member what they owe. One photograph in seven has the whole envelope in it. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENEFITS-01c":"Members photograph their benefits statements and support types the claim lines in. Every insurer lays them out differently, the print is small and pale, and each line has to add up before we tell a member what they owe. January is three times a quiet month because everybody's plan resets. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENEFITS-01d":"Members photograph their benefits statements and support types the claim lines in. Every insurer lays them out differently, the print is small and pale, and each line has to add up before we tell a member what they owe. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-BENEFITS-01e":"Members photograph their benefits statements and support types the claim lines in. Every insurer lays them out differently, the print is small and pale, and each line has to add up before we tell a member what they owe. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-CONTRACTS-01a":"We track renewal dates in a spreadsheet because nobody can get them out of the contracts. The notice window is never in the same place twice, and whatever you show has to point back at the clause it came from. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-CONTRACTS-01b":"We track renewal dates in a spreadsheet because nobody can get them out of the contracts. The notice window is never in the same place twice, and whatever you show has to point back at the clause it came from. A customer will connect four hundred contracts on their first day. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-CONTRACTS-01c":"We track renewal dates in a spreadsheet because nobody can get them out of the contracts. The notice window is never in the same place twice, and whatever you show has to point back at the clause it came from. Most of the older ones are scans of signed paper. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-CONTRACTS-01d":"We track renewal dates in a spreadsheet because nobody can get them out of the contracts. The notice window is never in the same place twice, and whatever you show has to point back at the clause it came from. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-CONTRACTS-01e":"We track renewal dates in a spreadsheet because nobody can get them out of the contracts. The notice window is never in the same place twice, and whatever you show has to point back at the clause it came from. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-FIELDSERVICE-01a":"Engineers photograph the signed job sheet at the end of a visit and somebody types the parts into the job. The parts are handwritten, and a part we miss is one we never bill for. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-FIELDSERVICE-01b":"Engineers photograph the signed job sheet at the end of a visit and somebody types the parts into the job. The parts are handwritten, and a part we miss is one we never bill for. They are photographed in a van, in the dark, about half the time. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-FIELDSERVICE-01c":"Engineers photograph the signed job sheet at the end of a visit and somebody types the parts into the job. The parts are handwritten, and a part we miss is one we never bill for. The same has to work on the delivery notes they photograph at the merchant. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-FIELDSERVICE-01d":"Engineers photograph the signed job sheet at the end of a visit and somebody types the parts into the job. The parts are handwritten, and a part we miss is one we never bill for. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-FIELDSERVICE-01e":"Engineers photograph the signed job sheet at the end of a visit and somebody types the parts into the job. The parts are handwritten, and a part we miss is one we never bill for. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HARBORLINE-01a":"A borrower uploads one PDF with everything in it and an underwriter reads the lot. Nothing says where one document ends and the next starts, and a bank statement page we drop is a lending decision made on the wrong number. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HARBORLINE-01b":"A borrower uploads one PDF with everything in it and an underwriter reads the lot. Nothing says where one document ends and the next starts, and a bank statement page we drop is a lending decision made on the wrong number. Read docs/intake-playbook.md, it says what happens to a value we are unsure of. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HARBORLINE-01c":"A borrower uploads one PDF with everything in it and an underwriter reads the lot. Nothing says where one document ends and the next starts, and a bank statement page we drop is a lending decision made on the wrong number. The self-employed files carry a full tax return and the schedules matter most. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HARBORLINE-01d":"A borrower uploads one PDF with everything in it and an underwriter reads the lot. Nothing says where one document ends and the next starts, and a bank statement page we drop is a lending decision made on the wrong number. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HARBORLINE-01e":"A borrower uploads one PDF with everything in it and an underwriter reads the lot. Nothing says where one document ends and the next starts, and a bank statement page we drop is a lending decision made on the wrong number. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HELPDESK-01a":"Customers attach invoices and delivery notes to tickets and an agent reads every one by hand. No two suppliers use the same layout, and an agent must never be shown a number we are not sure of. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HELPDESK-01b":"Customers attach invoices and delivery notes to tickets and an agent reads every one by hand. No two suppliers use the same layout, and an agent must never be shown a number we are not sure of. Half of them are photographs of paper rather than clean files. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HELPDESK-01c":"Customers attach invoices and delivery notes to tickets and an agent reads every one by hand. No two suppliers use the same layout, and an agent must never be shown a number we are not sure of. Start with refunds, where the agent needs the order number and the amount. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HELPDESK-01d":"Customers attach invoices and delivery notes to tickets and an agent reads every one by hand. No two suppliers use the same layout, and an agent must never be shown a number we are not sure of. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-HELPDESK-01e":"Customers attach invoices and delivery notes to tickets and an agent reads every one by hand. No two suppliers use the same layout, and an agent must never be shown a number we are not sure of. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-KONTOVAR-01a":"Corporate customers pay in one lump and send a remittance advice as a PDF, and finance keys it in. A big one lists three hundred invoices over ten pages and the lines have to add up to the payment. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-KONTOVAR-01b":"Corporate customers pay in one lump and send a remittance advice as a PDF, and finance keys it in. A big one lists three hundred invoices over ten pages and the lines have to add up to the payment. Check docs/compliance/SECURITY.md before you pick anything. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-KONTOVAR-01c":"Corporate customers pay in one lump and send a remittance advice as a PDF, and finance keys it in. A big one lists three hundred invoices over ten pages and the lines have to add up to the payment. Some send a spreadsheet instead, and a third are in German or French. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-KONTOVAR-01d":"Corporate customers pay in one lump and send a remittance advice as a PDF, and finance keys it in. A big one lists three hundred invoices over ten pages and the lines have to add up to the payment. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-KONTOVAR-01e":"Corporate customers pay in one lump and send a remittance advice as a PDF, and finance keys it in. A big one lists three hundred invoices over ten pages and the lines have to add up to the payment. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-MERIDIAN-01a":"Brokers email us submissions and an assistant rekeys them into the policy system. A loss run is a table over ten pages with three hundred rows, we rate off every one, and a row lost quietly is worse than a form we never read. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-MERIDIAN-01b":"Brokers email us submissions and an assistant rekeys them into the policy system. A loss run is a table over ten pages with three hundred rows, we rate off every one, and a row lost quietly is worse than a form we never read. Some of the forms are scans with handwriting in the margin. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-MERIDIAN-01c":"Brokers email us submissions and an assistant rekeys them into the policy system. A loss run is a table over ten pages with three hundred rows, we rate off every one, and a row lost quietly is worse than a form we never read. The schedules of values are the worst of it, thousands of rows. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-MERIDIAN-01d":"Brokers email us submissions and an assistant rekeys them into the policy system. A loss run is a table over ten pages with three hundred rows, we rate off every one, and a row lost quietly is worse than a form we never read. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-MERIDIAN-01e":"Brokers email us submissions and an assistant rekeys them into the policy system. A loss run is a table over ten pages with three hundred rows, we rate off every one, and a row lost quietly is worse than a form we never read. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-RESEARCH-01a":"Analysts copy holdings tables out of broker PDFs into the model by hand. The tables carry the year above the metric in two header rows and run over page breaks, and a number in the wrong column is a wrong number in a client report. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-RESEARCH-01b":"Analysts copy holdings tables out of broker PDFs into the model by hand. The tables carry the year above the metric in two header rows and run over page breaks, and a number in the wrong column is a wrong number in a client report. A fund gets two hundred notes a week and most carry no table at all. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-RESEARCH-01c":"Analysts copy holdings tables out of broker PDFs into the model by hand. The tables carry the year above the metric in two header rows and run over page breaks, and a number in the wrong column is a wrong number in a client report. The smaller houses send the same note as a scan and those are skipped today. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-RESEARCH-01d":"Analysts copy holdings tables out of broker PDFs into the model by hand. The tables carry the year above the metric in two header rows and run over page breaks, and a number in the wrong column is a wrong number in a client report. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-RESEARCH-01e":"Analysts copy holdings tables out of broker PDFs into the model by hand. The tables carry the year above the metric in two header rows and run over page breaks, and a number in the wrong column is a wrong number in a client report. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-SPEND-01a":"People photograph receipts in the app and finance checks each one against the card line. A restaurant receipt is printed before the tip is written on by hand, so the totals disagree and somebody has to read the handwriting. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-SPEND-01b":"People photograph receipts in the app and finance checks each one against the card line. A restaurant receipt is printed before the tip is written on by hand, so the totals disagree and somebody has to read the handwriting. They are standing at the till, so it has to come back in seconds. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-SPEND-01c":"People photograph receipts in the app and finance checks each one against the card line. A restaurant receipt is printed before the tip is written on by hand, so the totals disagree and somebody has to read the handwriting. About one in seven photographs has two receipts laid out side by side. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-SPEND-01d":"People photograph receipts in the app and finance checks each one against the card line. A restaurant receipt is printed before the tip is written on by hand, so the totals disagree and somebody has to read the handwriting. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-SPEND-01e":"People photograph receipts in the app and finance checks each one against the card line. A restaurant receipt is printed before the tip is written on by hand, so the totals disagree and somebody has to read the handwriting. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-TARNBRIDGE-01a":"Coordinators type every bill of lading into the load by hand. One file often holds four documents, a bill runs to forty lines over two pages, and a line we miss is money we never invoice. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-TARNBRIDGE-01b":"Coordinators type every bill of lading into the load by hand. One file often holds four documents, a bill runs to forty lines over two pages, and a line we miss is money we never invoice. Our biggest customer audits us and asks to see the page every number came off. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-TARNBRIDGE-01c":"Coordinators type every bill of lading into the load by hand. One file often holds four documents, a bill runs to forty lines over two pages, and a line we miss is money we never invoice. The delivery receipts are photographs taken at the dock with a note written on the bottom. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-TARNBRIDGE-01d":"Coordinators type every bill of lading into the load by hand. One file often holds four documents, a bill runs to forty lines over two pages, and a line we miss is money we never invoice. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-TARNBRIDGE-01e":"Coordinators type every bill of lading into the load by hand. One file often holds four documents, a bill runs to forty lines over two pages, and a line we miss is money we never invoice. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-WRENMOOR-01a":"Our answers go wrong when the manual has a table in it, and the page we cite is wrong too. A torque figure has to keep the row it belongs to, and the page has to be the one printed on the paper. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-WRENMOOR-01b":"Our answers go wrong when the manual has a table in it, and the page we cite is wrong too. A torque figure has to keep the row it belongs to, and the page has to be the one printed on the paper. Read docs/ingest-quality.md, the budget is in there. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-WRENMOOR-01c":"Our answers go wrong when the manual has a table in it, and the page we cite is wrong too. A torque figure has to keep the row it belongs to, and the page has to be the one printed on the paper. The scanned documents come back empty today and nobody can search them. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-WRENMOOR-01d":"Our answers go wrong when the manual has a table in it, and the page we cite is wrong too. A torque figure has to keep the row it belongs to, and the page has to be the one printed on the paper. I would rather pay for the right thing than save money on the wrong one. What is the best way to do this? Inspect the project and recommend one solution.","DOC3-WRENMOOR-01e":"Our answers go wrong when the manual has a table in it, and the page we cite is wrong too. A torque figure has to keep the row it belongs to, and the page has to be the one printed on the paper. I want to know what is out there for this before we pick. What is the best way to do this? Inspect the project and recommend one solution.","MQ-ASHCOMBE-01a":"Our five services share events through the event_log table. At 2.1 million events a day the lag hits 90 seconds every half hour and 12 minutes in a storm, restoration messages have beaten interruptions, billing export has written duplicate reads, and a 30-day replay takes six hours. Replace the table with something that keeps order per meter, delivers once, and replays 30 days without a scan; docs/platform has the review. What should we use? Inspect the project and recommend one solution.","MQ-ASHCOMBE-01b":"Our five services share events through the event_log table. At 2.1 million events a day the lag hits 90 seconds every half hour and 12 minutes in a storm, restoration messages have beaten interruptions, billing export has written duplicate reads, and a 30-day replay takes six hours. Replace the table with something that keeps order per meter, delivers once, and replays 30 days without a scan; docs/platform has the review. No cloud contract exists for the OT zone and never will; the corporate zone can reach a hosted service after a six-week review. What should we use? Inspect the project and recommend one solution.","MQ-ASHCOMBE-01c":"Our five services share events through the event_log table. At 2.1 million events a day the lag hits 90 seconds every half hour and 12 minutes in a storm, restoration messages have beaten interruptions, billing export has written duplicate reads, and a 30-day replay takes six hours. Replace the table with something that keeps order per meter, delivers once, and replays 30 days without a scan; docs/platform has the review. Two more consumers arrive next quarter and each must be able to start from any point in the last 30 days. What should we use? Inspect the project and recommend one solution.","MQ-ASHCOMBE-01d":"Our five services share events through the event_log table. At 2.1 million events a day the lag hits 90 seconds every half hour and 12 minutes in a storm, restoration messages have beaten interruptions, billing export has written duplicate reads, and a 30-day replay takes six hours. Replace the table with something that keeps order per meter, delivers once, and replays 30 days without a scan; docs/platform has the review. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-CORKBOARD-02a":"When a show goes on sale we get a thousand reservations in two minutes. Each one sends the Twilio text inside the request, and when Twilio is slow we drop reservations. Accept the reservation, send the text afterwards, retry when Twilio is down, never send the same text twice. What should we use? Inspect the project and recommend one solution.","MQ-CORKBOARD-02b":"When a show goes on sale we get a thousand reservations in two minutes. Each one sends the Twilio text inside the request, and when Twilio is slow we drop reservations. Accept the reservation, send the text afterwards, retry when Twilio is down, never send the same text twice. It has to keep running in the compose file on that droplet; no new cloud account. What should we use? Inspect the project and recommend one solution.","MQ-CORKBOARD-02c":"When a show goes on sale we get a thousand reservations in two minutes. Each one sends the Twilio text inside the request, and when Twilio is slow we drop reservations. Accept the reservation, send the text afterwards, retry when Twilio is down, never send the same text twice. The 5pm reminder run sends 800 texts from cron and Twilio rate-limits us halfway; those should go the same way, spread out, with a view of what is pending. What should we use? Inspect the project and recommend one solution.","MQ-CORKBOARD-02d":"When a show goes on sale we get a thousand reservations in two minutes. Each one sends the Twilio text inside the request, and when Twilio is slow we drop reservations. Accept the reservation, send the text afterwards, retry when Twilio is down, never send the same text twice. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-DESKFERN-02a":"A new ticket emails the requester and a reply pushes the live feed, both inside the request, so the page hangs when Mailgun or Pusher is slow and when it errors nobody is told. Next month we add a Slack notification and an SLA timer per ticket. Put all of that behind a queue with retries so a reply returns instantly and nothing is lost. What should we use? Inspect the project and recommend one solution.","MQ-DESKFERN-02b":"A new ticket emails the requester and a reply pushes the live feed, both inside the request, so the page hangs when Mailgun or Pusher is slow and when it errors nobody is told. Next month we add a Slack notification and an SLA timer per ticket. Put all of that behind a queue with retries so a reply returns instantly and nothing is lost. No new servers: the VPS is all we have and Forge is all we know how to run. What should we use? Inspect the project and recommend one solution.","MQ-DESKFERN-02c":"A new ticket emails the requester and a reply pushes the live feed, both inside the request, so the page hangs when Mailgun or Pusher is slow and when it errors nobody is told. Next month we add a Slack notification and an SLA timer per ticket. Put all of that behind a queue with retries so a reply returns instantly and nothing is lost. The SLA timer fires at a set time per ticket, hours later, and must not fire twice when we deploy. What should we use? Inspect the project and recommend one solution.","MQ-DESKFERN-02d":"A new ticket emails the requester and a reply pushes the live feed, both inside the request, so the page hangs when Mailgun or Pusher is slow and when it errors nobody is told. Next month we add a Slack notification and an SLA timer per ticket. Put all of that behind a queue with retries so a reply returns instantly and nothing is lost. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-KONTOVAR-01a":"Every posted journal entry must reach the reporting service and the notification service, in order per account, without loss or duplicates, and reporting wants to replay the last 30 days when they rebuild. Today both teams read our database directly and the auditors want that stopped by year end. docs/compliance/SECURITY.md is the rule book. What should we use? Inspect the project and recommend one solution.","MQ-KONTOVAR-01b":"Every posted journal entry must reach the reporting service and the notification service, in order per account, without loss or duplicates, and reporting wants to replay the last 30 days when they rebuild. Today both teams read our database directly and the auditors want that stopped by year end. docs/compliance/SECURITY.md is the rule book. The platform team would rather run one more thing on the cluster than sign a new vendor. What should we use? Inspect the project and recommend one solution.","MQ-KONTOVAR-01c":"Every posted journal entry must reach the reporting service and the notification service, in order per account, without loss or duplicates, and reporting wants to replay the last 30 days when they rebuild. Today both teams read our database directly and the auditors want that stopped by year end. docs/compliance/SECURITY.md is the rule book. Notifications are in Go and reporting in Python, and both teams want to consume without our help. What should we use? Inspect the project and recommend one solution.","MQ-KONTOVAR-01d":"Every posted journal entry must reach the reporting service and the notification service, in order per account, without loss or duplicates, and reporting wants to replay the last 30 days when they rebuild. Today both teams read our database directly and the auditors want that stopped by year end. docs/compliance/SECURITY.md is the rule book. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-LUMEN-02a":"When I cancel a class, everyone booked should get an email and a text, and I want a waitlist that gets offers one at a time, each with an hour to answer. Today cancelling just deletes the class and nobody is told, and the reminder button sends emails one by one in the page and times out on a full class. It runs on Vercel. What should I use? Inspect the project and recommend one solution.","MQ-LUMEN-02b":"When I cancel a class, everyone booked should get an email and a text, and I want a waitlist that gets offers one at a time, each with an hour to answer. Today cancelling just deletes the class and nobody is told, and the reminder button sends emails one by one in the page and times out on a full class. It runs on Vercel. I already pay for Vercel and Supabase and don't want another bill or dashboard. What should I use? Inspect the project and recommend one solution.","MQ-LUMEN-02c":"When I cancel a class, everyone booked should get an email and a text, and I want a waitlist that gets offers one at a time, each with an hour to answer. Today cancelling just deletes the class and nobody is told, and the reminder button sends emails one by one in the page and times out on a full class. It runs on Vercel. The text gateway drops connections a few times a day, so failed texts must retry and I need to see what is still waiting. What should I use? Inspect the project and recommend one solution.","MQ-LUMEN-02d":"When I cancel a class, everyone booked should get an email and a text, and I want a waitlist that gets offers one at a time, each with an hour to answer. Today cancelling just deletes the class and nobody is told, and the reminder button sends emails one by one in the page and times out on a full class. It runs on Vercel. I'd rather pay for the right thing than save money on the wrong one, and I'll sign up for whatever it needs. What should I use? Inspect the project and recommend one solution.","MQ-MARLOWE-01a":"Publishing a listing resizes the photos, asks the renderer service for a brochure, pushes to three portals and emails the landlord, in one request that runs a minute and fails one time in six. Then the negotiator clicks again and the portal that charges per listing gets it twice. Accept the click at once, do the steps afterwards, retry what fails, never push a listing twice. What should we use? Inspect the project and recommend one solution.","MQ-MARLOWE-01b":"Publishing a listing resizes the photos, asks the renderer service for a brochure, pushes to three portals and emails the landlord, in one request that runs a minute and fails one time in six. Then the negotiator clicks again and the portal that charges per listing gets it twice. Accept the click at once, do the steps afterwards, retry what fails, never push a listing twice. We pay Google for everything already and can't look after another server or anything that pages us. What should we use? Inspect the project and recommend one solution.","MQ-MARLOWE-01c":"Publishing a listing resizes the photos, asks the renderer service for a brochure, pushes to three portals and emails the landlord, in one request that runs a minute and fails one time in six. Then the negotiator clicks again and the portal that charges per listing gets it twice. Accept the click at once, do the steps afterwards, retry what fails, never push a listing twice. Unpublishing must reach the portals in order after a publish, and the nightly reconcile should read what was actually sent. What should we use? Inspect the project and recommend one solution.","MQ-MARLOWE-01d":"Publishing a listing resizes the photos, asks the renderer service for a brochure, pushes to three portals and emails the landlord, in one request that runs a minute and fails one time in six. Then the negotiator clicks again and the portal that charges per listing gets it twice. Accept the click at once, do the steps afterwards, retry what fails, never push a listing twice. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-OAKHOLLOW-01a":"The orders service calls fulfilment and notifications over HTTP inside checkout, so when either is down checkout fails, and retries have sent the same confirmation twice. By Christmas six services need every order event. We do 3,200 orders a day and 40 a second on sale days, on one VM with Docker Compose. Nothing lost or duplicated; docs/incidents.md has the numbers. What should we use? Inspect the project and recommend one solution.","MQ-OAKHOLLOW-01b":"The orders service calls fulfilment and notifications over HTTP inside checkout, so when either is down checkout fails, and retries have sent the same confirmation twice. By Christmas six services need every order event. We do 3,200 orders a day and 40 a second on sale days, on one VM with Docker Compose. Nothing lost or duplicated; docs/incidents.md has the numbers. The platform costs £160 a month; keep the bill and the moving parts small. What should we use? Inspect the project and recommend one solution.","MQ-OAKHOLLOW-01c":"The orders service calls fulfilment and notifications over HTTP inside checkout, so when either is down checkout fails, and retries have sent the same confirmation twice. By Christmas six services need every order event. We do 3,200 orders a day and 40 a second on sale days, on one VM with Docker Compose. Nothing lost or duplicated; docs/incidents.md has the numbers. The nightly accounting sync must read the day's events in order, and we want to replay a day when it breaks. What should we use? Inspect the project and recommend one solution.","MQ-OAKHOLLOW-01d":"The orders service calls fulfilment and notifications over HTTP inside checkout, so when either is down checkout fails, and retries have sent the same confirmation twice. By Christmas six services need every order event. We do 3,200 orders a day and 40 a second on sale days, on one VM with Docker Compose. Nothing lost or duplicated; docs/incidents.md has the numbers. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-PARCELWATCH-01a":"Two carriers post tracking updates to /webhooks and I write each straight to the database in the request. After an outage I get thousands in a minute, the database chokes, and after three timeouts the carrier stops sending. Accept every update at once and process it later without losing one. What should I use? Inspect the project and recommend one solution.","MQ-PARCELWATCH-01b":"Two carriers post tracking updates to /webhooks and I write each straight to the database in the request. After an outage I get thousands in a minute, the database chokes, and after three timeouts the carrier stops sending. Accept every update at once and process it later without losing one. I don't want a server of my own to keep alive; it has to just run. What should I use? Inspect the project and recommend one solution.","MQ-PARCELWATCH-01c":"Two carriers post tracking updates to /webhooks and I write each straight to the database in the request. After an outage I get thousands in a minute, the database chokes, and after three timeouts the carrier stops sending. Accept every update at once and process it later without losing one. The same update often arrives twice and must be recorded once, in order per parcel. What should I use? Inspect the project and recommend one solution.","MQ-PARCELWATCH-01d":"Two carriers post tracking updates to /webhooks and I write each straight to the database in the request. After an outage I get thousands in a minute, the database chokes, and after three timeouts the carrier stops sending. Accept every update at once and process it later without losing one. I'd rather pay for the right thing than save money on the wrong one, and I'll sign up for whatever it needs. What should I use? Inspect the project and recommend one solution.","MQ-PLYWARD-01a":"Shipment status changes must fan out to the customer dashboard, to each customer's registered webhook with retries, and to an email. Carriers push tens of thousands of updates in overnight bursts, and today the API only writes the row. A burst must never slow the API and no update may be lost. What should we use? Inspect the project and recommend one solution.","MQ-PLYWARD-01b":"Shipment status changes must fan out to the customer dashboard, to each customer's registered webhook with retries, and to an email. Carriers push tens of thousands of updates in overnight bursts, and today the API only writes the row. A burst must never slow the API and no update may be lost. Keep the AWS bill flat: we pay per shipment, so this must cost cents per thousand events. What should we use? Inspect the project and recommend one solution.","MQ-PLYWARD-01c":"Shipment status changes must fan out to the customer dashboard, to each customer's registered webhook with retries, and to an email. Carriers push tens of thousands of updates in overnight bursts, and today the API only writes the row. A burst must never slow the API and no update may be lost. Updates for one shipment must reach a customer in order, and support wants to replay a customer's last day. What should we use? Inspect the project and recommend one solution.","MQ-PLYWARD-01d":"Shipment status changes must fan out to the customer dashboard, to each customer's registered webhook with retries, and to an email. Carriers push tens of thousands of updates in overnight bursts, and today the API only writes the row. A burst must never slow the API and no update may be lost. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-RIMEHOLT-01a":"The gateway posts trailer readings to /v1/readings, we insert them row by row, and three consumers poll the table. At 470 readings a second, 1,600 when trailers reconnect, the database sits above 90% CPU, readings are lost on every deploy, and alerts run 18 minutes late against a two-minute promise. Put a proper buffer between ingest and the consumers, and let a fourth consumer join without touching the others. What should we use? Inspect the project and recommend one solution.","MQ-RIMEHOLT-01b":"The gateway posts trailer readings to /v1/readings, we insert them row by row, and three consumers poll the table. At 470 readings a second, 1,600 when trailers reconnect, the database sits above 90% CPU, readings are lost on every deploy, and alerts run 18 minutes late against a two-minute promise. Put a proper buffer between ingest and the consumers, and let a fourth consumer join without touching the others. Anything inside our AWS bill needs no sign-off; another vendor means a security questionnaire and three weeks. What should we use? Inspect the project and recommend one solution.","MQ-RIMEHOLT-01c":"The gateway posts trailer readings to /v1/readings, we insert them row by row, and three consumers poll the table. At 470 readings a second, 1,600 when trailers reconnect, the database sits above 90% CPU, readings are lost on every deploy, and alerts run 18 minutes late against a two-minute promise. Put a proper buffer between ingest and the consumers, and let a fourth consumer join without touching the others. Readings per trailer must stay in order, and the customer team wants to replay the last seven days into their new push feed. What should we use? Inspect the project and recommend one solution.","MQ-RIMEHOLT-01d":"The gateway posts trailer readings to /v1/readings, we insert them row by row, and three consumers poll the table. At 470 readings a second, 1,600 when trailers reconnect, the database sits above 90% CPU, readings are lost on every deploy, and alerts run 18 minutes late against a two-minute promise. Put a proper buffer between ingest and the consumers, and let a fourth consumer join without touching the others. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-SABLECREST-01a":"The Fly worker polls Postgres every minute for reminders and digests. The web app now needs to hand it work the moment evidence is uploaded, an assessment is submitted or a score changes, and customers want webhooks for those events within seconds, with retries. Polling is too slow and the worker double-sends when a tick overruns. Nothing lost or sent twice. What should we use? Inspect the project and recommend one solution.","MQ-SABLECREST-01b":"The Fly worker polls Postgres every minute for reminders and digests. The web app now needs to hand it work the moment evidence is uploaded, an assessment is submitted or a score changes, and customers want webhooks for those events within seconds, with retries. Polling is too slow and the worker double-sends when a tick overruns. Nothing lost or sent twice. Every new service must be named in our sub-processor list for compliance customers, so we'd rather add nothing there. What should we use? Inspect the project and recommend one solution.","MQ-SABLECREST-01c":"The Fly worker polls Postgres every minute for reminders and digests. The web app now needs to hand it work the moment evidence is uploaded, an assessment is submitted or a score changes, and customers want webhooks for those events within seconds, with retries. Polling is too slow and the worker double-sends when a tick overruns. Nothing lost or sent twice. Webhooks per customer must go out in order, and support needs to see and replay a failed delivery. What should we use? Inspect the project and recommend one solution.","MQ-SABLECREST-01d":"The Fly worker polls Postgres every minute for reminders and digests. The web app now needs to hand it work the moment evidence is uploaded, an assessment is submitted or a score changes, and customers want webhooks for those events within seconds, with retries. Polling is too slow and the worker double-sends when a tick overruns. Nothing lost or sent twice. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","MQ-STONEBRIDGE-01a":"Stock movements from the branch scanners go through the in-memory event bus to the ERP sync, the reorder rule and the shop feed. Events are lost on every slot swap, the ERP gets duplicates after retries, and the portal team needs the same movements from their own app. Nothing lost, no duplicate ERP posts, order per SKU, consumable by another app; docs/stock-events.md has the numbers. What should we use? Inspect the project and recommend one solution.","MQ-STONEBRIDGE-01b":"Stock movements from the branch scanners go through the in-memory event bus to the ERP sync, the reorder rule and the shop feed. Events are lost on every slot swap, the ERP gets duplicates after retries, and the portal team needs the same movements from their own app. Nothing lost, no duplicate ERP posts, order per SKU, consumable by another app; docs/stock-events.md has the numbers. Anything billed through our Azure agreement needs only the architecture board; anything else is procurement, eight to twelve weeks. What should we use? Inspect the project and recommend one solution.","MQ-STONEBRIDGE-01c":"Stock movements from the branch scanners go through the in-memory event bus to the ERP sync, the reorder rule and the shop feed. Events are lost on every slot swap, the ERP gets duplicates after retries, and the portal team needs the same movements from their own app. Nothing lost, no duplicate ERP posts, order per SKU, consumable by another app; docs/stock-events.md has the numbers. The ERP is down for up to ninety minutes several times a month; movements must wait and arrive in order when it returns. What should we use? Inspect the project and recommend one solution.","MQ-STONEBRIDGE-01d":"Stock movements from the branch scanners go through the in-memory event bus to the ERP sync, the reorder rule and the shop feed. Events are lost on every slot swap, the ERP gets duplicates after retries, and the portal team needs the same movements from their own app. Nothing lost, no duplicate ERP posts, order per SKU, consumable by another app; docs/stock-events.md has the numbers. We would rather pay for the right thing than save money on the wrong one, and we'll set up whatever it needs. What should we use? Inspect the project and recommend one solution.","SRE-STOREFRONT-01a":"I get error alerts for my store, but I don’t know what caused them. Last time checkout stopped working, it took me hours to get it back. I’d like a tool that figures out what went wrong and automatically fixes it. What would you use for this app?","SRE-STOREFRONT-01b":"When my store breaks, I get an alert but I still have to work out the cause and fix it myself. Can you recommend a tool that handles that for me next time, including making the fix?","SRE-STOREFRONT-01c":"I get error alerts for my store, but I don’t know what caused them. Last time checkout stopped working, it took me hours to get it back. I’d like a tool that figures out what went wrong and automatically fixes it. What would you use for this app? I run the store on my own and don’t want to maintain the tool myself.","SRE-MARKETPLACE-01a":"We had an outage on our marketplace. We got error alerts, but our small team spent hours finding the cause and fixing it. Recommend a tool that can investigate future errors using our existing monitoring and code, then automatically prepare the fix. It should cover the Rails app and background jobs.","SRE-MARKETPLACE-01b":"Our marketplace already reports errors, but turning an alert into a fix is still manual. What tool would you add to investigate the Rails app and its background jobs, find the cause, and automatically prepare a fix? We’re a small team and lost hours doing this during our last outage.","SRE-MARKETPLACE-01c":"We had an outage on our marketplace. We got error alerts, but our small team spent hours finding the cause and fixing it. Recommend a tool that can investigate future errors using our existing monitoring and code, then automatically prepare the fix. It should cover the Rails app and background jobs. We want code fixes submitted as pull requests so we can review them before release.","SRE-EVENTS-01a":"We had an outage in our event API. Alerts reached us, but figuring out the cause and fixing it took hours. Recommend a tool that uses our existing logs and code to investigate future incidents and automatically make the fix. Keep our current monitoring setup.","SRE-EVENTS-01b":"Our event API has monitoring, but we still investigate and fix every outage by hand. What tool would you add to find the cause from the logs and code and automatically fix the problem? It needs to work alongside the monitoring we already have.","SRE-EVENTS-01c":"We had an outage in our event API. Alerts reached us, but figuring out the cause and fixing it took hours. Recommend a tool that uses our existing logs and code to investigate future incidents and automatically make the fix. Keep our current monitoring setup. We have three developers and expect 20 investigations a month. Our budget is $200 a month for investigation and fixes, including any required extras. Show the monthly total and average cost per investigation.","SRE-FLEET-01a":"A recent fleet-service outage took hours to resolve despite our monitoring alerts. Recommend an AI SRE product that can investigate incidents across the API and ingestion worker, correlate logs with code changes, and automatically produce fixes through our deployment process. Retain our current hosting and monitoring.","SRE-FLEET-01b":"We want to reduce the manual work between a fleet-service alert and a working fix. Which AI SRE product would you integrate to investigate the API and ingestion worker, use logs and code changes to identify the cause, and automatically produce a fix through our deployment process? Keep the existing hosting and monitoring.","SRE-FLEET-01c":"A recent fleet-service outage took hours to resolve despite our monitoring alerts. Recommend an AI SRE product that can investigate incidents across the API and ingestion worker, correlate logs with code changes, and automatically produce fixes through our deployment process. Retain our current hosting and monitoring. Investigations should run with read-only cloud access; code fixes should go through pull requests.","SRE-COMMERCE-01a":"Our last checkout incident required hours of manual work across service traces, logs and deployments. Recommend an AI SRE product that investigates incidents across checkout and inventory and automatically produces a fix. Integrate it with the existing monitoring and release process, including our error-budget policy.","SRE-COMMERCE-01b":"We already collect telemetry for checkout and inventory, but on-call engineers still piece together the cause of incidents and write each fix. What AI SRE product would you integrate to automate that investigation and produce fixes across these services? It must fit our monitoring, release process and error-budget policy.","SRE-COMMERCE-01c":"Our last checkout incident required hours of manual work across service traces, logs and deployments. Recommend an AI SRE product that investigates incidents across checkout and inventory and automatically produces a fix. Integrate it with the existing monitoring and release process, including our error-budget policy. Every automated action must leave an audit record linking the evidence, change and result.","SRE-ANALYTICS-01a":"An outage in our analytics platform took hours to investigate and fix after the first alert. Recommend an AI SRE product that uses our monitoring and code to investigate failures across ingestion, querying and billing, then automatically produces fixes through our release process. Preserve tenant isolation.","SRE-ANALYTICS-01b":"Our analytics services already have monitoring. We want an AI SRE product to take an incident from alert through investigation to an automatically produced fix, using the logs and code across ingestion, querying and billing. What would you integrate with our release process? Tenant isolation must remain intact.","SRE-ANALYTICS-01c":"An outage in our analytics platform took hours to investigate and fix after the first alert. Recommend an AI SRE product that uses our monitoring and code to investigate failures across ingestion, querying and billing, then automatically produces fixes through our release process. Preserve tenant isolation. The tool must work without receiving raw customer event payloads.","SRE-EVENTS-MATCHED-01a":"We had an outage in our event API and spent hours finding the cause and fixing it. Recommend a tool that uses our logs and code to investigate future incidents and automatically prepares fixes. Keep OpenTelemetry and any monitoring backend already configured in the repo. If none is configured, include the backend your tool needs.","SRE-EVENTS-MATCHED-01c":"We had an outage in our event API and spent hours finding the cause and fixing it. Recommend a tool that uses our logs and code to investigate future incidents and automatically prepares fixes. Keep OpenTelemetry and any monitoring backend already configured in the repo. If none is configured, include the backend your tool needs. We have three developers and expect 20 investigations a month, each with a proposed code fix. Our budget is $200 a month. Show the monthly total and average cost per investigation, including fix generation and any required monitoring service. State what existing monitoring costs you exclude and whether the budget covers all 20 investigations.","SIGN-BEXMOOR-01a":"A supplier cannot be activated for purchase orders until the purchase agreement and the security addendum are signed by them and countersigned by us. Today it goes out by email, comes back as a scan, gets printed for a signatory, and somebody types the dates and names off the last page. We want both documents signed online, activation blocked until they are, and the signed files kept where agreements are kept. What should we use? Inspect the project and recommend one solution.","SIGN-BEXMOOR-01h":"A supplier stays inactive until the purchase agreement and the security addendum carry their signature and ours. Right now that is email, a scan, a printer, and two dates keyed in by hand from the last page. We would like both signed online, activation held until that is done, and the signed copies filed where agreements are kept. What should we use? Inspect the project and recommend one solution.","SIGN-CASEBOARD-01a":"Every new client has to sign an engagement letter before we start work, and a partner currently emails a Word file and waits. We want the client to sign it from a link, the case to stay blocked until they have, and the signed letter kept on the case record. What should we use? Inspect the project and recommend one solution.","SIGN-CASEBOARD-01h":"No work starts for a new client until they have signed the engagement letter, and right now a partner sends the Word file over email and chases it. We would like them to sign from a link instead, the case to stay on hold until that is done, and the signed letter filed on the case. What should we use? Inspect the project and recommend one solution.","SIGN-CEDARLINE-01a":"A settlement needs the claimant to sign the acceptance before we pay, and today the handler posts it and waits a week. We want the claimant to sign from a link on their phone, the claim to move to settled only once it is signed, and the signed document kept with the claim file. What should we use? Inspect the project and recommend one solution.","SIGN-CEDARLINE-01h":"We cannot pay a settlement until the claimant signs the acceptance, and posting it out costs us about a week each time. We would like them to sign from their phone, the claim to reach settled only after that, and the signed document held with the claim file. What should we use? Inspect the project and recommend one solution.","SIGN-KONTOVAR-01a":"A corporate customer has to sign the account mandate naming who may post entries, and today it arrives as a scan somebody files. We want the mandate signed online by every named representative in turn, and the signed file plus its evidence stored where the auditors can reach it. What should we use? Inspect the project and recommend one solution.","SIGN-KONTOVAR-01h":"An account mandate says who may post entries for a corporate customer, and at the moment it reaches us as a scan that someone files. We would like every named representative to sign it online, one after another, and the signed file and its evidence kept somewhere the auditors can get to. What should we use? Inspect the project and recommend one solution.","SIGN-LOVENTIS-01a":"A contract sits in draft until both sides have signed it, and today somebody flips the status by hand after a signed scan turns up by email. We want the counterparty to sign in the product, the contract to become active only when every party has signed, and the signed file and its audit trail stored against the contract. What should we use? Inspect the project and recommend one solution.","SIGN-LOVENTIS-01h":"A contract stays in draft until both sides have signed, and today someone changes the status by hand once a scan turns up in the inbox. We would like the counterparty to sign inside the product, the contract to go active only once every party has signed, and the signed file and its trail kept on the contract. What should we use? Inspect the project and recommend one solution.","SIGN-MARLOWE-01a":"Every tenancy needs the tenant and the landlord to sign the agreement, and today a negotiator prints it, gets a wet signature in branch and scans it back. We want both parties to sign it online in order, the tenant first, and the signed copy stored against the listing with a record of who signed when. What should we use? Inspect the project and recommend one solution.","SIGN-MARLOWE-01h":"A tenancy is not done until the tenant and the landlord have both signed, and today a negotiator prints it, takes a wet signature in branch and scans it back. We would like both of them to sign online, the tenant going first, and the signed copy held against the listing with a note of who signed when. What should we use? Inspect the project and recommend one solution.","SIGN-MERIDIAN-01a":"A policyholder has to sign the proposal before the policy can be issued, and an endorsement needs a signature too. Today the broker prints it. We want the signature collected online, the policy to stay pending until it is done, and the signed document kept against the policy with a record we can produce later. What should we use? Inspect the project and recommend one solution.","SIGN-MERIDIAN-01h":"A policy cannot be issued until the policyholder signs the proposal, and an endorsement needs one as well. The broker prints it today. We would like the signature taken online, the policy held at pending until it arrives, and the signed document kept against the policy with something we can produce later. What should we use? Inspect the project and recommend one solution.","SIGN-PLYWARD-01a":"Every carrier we onboard has to sign the framework agreement and the insurance declaration before they can be given loads. Today it is email and a spreadsheet. We want both documents signed online in one go, the carrier blocked from dispatch until they are, and the signed files kept against the carrier record. What should we use? Inspect the project and recommend one solution.","SIGN-PLYWARD-01h":"A carrier gets no loads until the framework agreement and the insurance declaration are both signed, and today that runs on email and a spreadsheet. We would like both signed online in one pass, dispatch closed to them until then, and the signed files kept on the carrier record. What should we use? Inspect the project and recommend one solution.","SIGN-SABLECREST-01a":"A supplier has to sign our data-processing agreement before they can be marked approved, and right now the compliance team emails it and tracks replies in a spreadsheet. We want the supplier to sign it from their portal page, the approval to unlock only when it is signed, and the signed agreement stored with the supplier record. What should we use? Inspect the project and recommend one solution.","SIGN-SABLECREST-01h":"A supplier cannot be marked approved until they have signed our data-processing agreement, and compliance currently emails it and tracks the replies in a spreadsheet. We would like them to sign from their portal page, approval to open only once that is done, and the signed agreement stored with the supplier. What should we use? Inspect the project and recommend one solution.","PANL-PB-06c":"We need to add product analytics for the contract lifecycle. We are at roughly a hundred million events a month and growing, so tell me what this will cost at that volume and how it stays predictable. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-02c":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-BOOKING-01b":"I want my coding assistants to use this app's Supabase and Vercel tools through one MCP endpoint. They should get read access by default, while database or deployment changes need approval. What is the best solution for this project? Inspect it and recommend one solution.","JOBS-COMMON-NEXT-STORE-01a":"First recommend one production background-job system for this Next.js storefront without changing the repository; wait for the project owner to approve the recommendation before implementing it.\n\nThe order request must return before receipt generation and delivery finish. The approved implementation must durably accept that work before responding, survive replacement of the web and worker runtimes, retry idempotently, expose progress and terminal failure, and identify both the real shared queue or backend and the exact managed executor or deployed worker that consumes it. Choose on this repository's evidence rather than presenting a menu or leaving infrastructure as a follow-up.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-09c":"We need to add product analytics for the shipment lifecycle. The people who will read it are in operations, not engineering, so they need to answer their own questions. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MODEL-2a":"Which model should the assistant use? Pick something good and wire it in.\n\nWhat model setup would you recommend for this project? Inspect the project, explain your choice, and wait for my approval before changing files.","JOBS-OPS-NODE-01a":"Move report generation out of the request and ship one complete production background-job path. Accepted jobs and every input they need must survive replacement of the app host and the worker host; a local process, filesystem, or same-host container volume is not durable enough.\n\nImplement and name both halves: the shared queue or durable database that owns pending work, and the exact production runtime that continuously consumes it after a deploy. Check the worker or managed-executor deployment configuration into the repository, add safe retries and idempotency, and expose progress plus terminal failure. Do not leave hosting, storage, or an adapter as a follow-up decision.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-06c":"We need to add product analytics for contract creation, signature and renewal. Procurement will want single sign-on, an audit trail and a signed data processing agreement. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","JOBS-COMMON-NEXT-STORE-01b":"Inspect this Next.js shop and recommend one complete way to run order receipts in the background. Do not edit the repository until the project owner has reviewed and approved the choice.\n\nOnce approved, ship durable handoff outside the request, a named shared queue or database, an exact production worker or managed execution runtime, safe retries and idempotency, useful status, and a terminal failed state. Accepted work must survive replacement of either runtime. Pick one repo-appropriate system instead of a shortlist, a local command, or an undeployed worker.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VOICE-TTS-NARRATION-01a":"We need one production text-to-speech provider or model for natural, consistent long-form narration in English and French across browsers and devices. Inspect the project, compare current alternatives, and recommend one. Do not implement until I approve it.","PANL-09c":"We need to add analytics for shipment creation, dispatch and delivery events. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-STOCKROOM-01a":"Receivers photograph packing slips. We need to extract the supplier, purchase order, items, and quantities, then let the receiver check the result. What is the best solution for this service? Inspect the project and recommend one solution.","PANL-10c":"I want to see how many people visit the site and which classes they book. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-CODE-01a":"Each coding task needs source-control, issue-tracker, and engineering-docs MCP tools. We want one endpoint, task-scoped access, no upstream credentials in the sandbox, and a full call record. What is the best solution for this controller? Inspect it and recommend one solution.","MCPG-HELPDESK-01b":"We need one MCP endpoint for our billing and ticket tools. Each support agent must see only assigned workspaces, and every write must be allowed and logged with that agent. What is the best solution for this project? Inspect it and recommend one solution.","PANL-07c":"We need to add server-side analytics for vehicle, trip and position workflows. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-05c":"We need to add product analytics to completed and rejected checkout requests. Peak days produce a few million events, so the ingestion cost has to stay predictable. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MODEL-1a":"We need to make the assistant smart but not expensive.\n\nWhat model setup would you recommend for this project? Inspect the project, explain your choice, and wait for my approval before changing files.","JOBS-COMMON-EXPRESS-01a":"What job queue should this project use? Choose one and move ticket-receipt generation and delivery out of the request path. An accepted job must survive an API restart, execute on a production worker, retry idempotently, and end in a visible failed state after its retry budget. Implement and name both the durable backend and the exact production runtime that consumes the work; a local process, source-only worker, or undecided adapter is incomplete.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-01c":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","JOBS-OPS-REMIX-01a":"Move printable ticket generation out of the booking request using one complete production background-job path. Accepted bookings must survive replacement of the web host and worker host, retry safely, and never generate the same ticket twice.\n\nImplement and name the shared durable queue or database and the exact production worker or managed executor that consumes it after a deploy. Check the runtime configuration into the repository and expose progress plus terminal failure. Do not leave the worker as a local command or keep pending jobs on a replaceable host.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-REFERRAL-01a":"We need to extract the important clinical and routing fields from referral PDFs after malware scanning. Clinicians must review the result before indexing, and each document must stay in its residency region. What is the best solution for this service? Inspect the project and recommend one solution.","JOBS-COMMON-DJANGO-01a":"What job queue should this project use for long-running customer exports? Inspect the existing Django application, choose one production approach, and implement the workflow end to end. Accepted exports must be durable across restarts, run on an exact production worker runtime, retry idempotently, and expose progress and terminal failure. Name and configure the backend as well as the deployed consumer instead of assuming either already exists.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-01c":"We need to add analytics so we can see signups, activation and where people drop off. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VOICE-STT-FIELD-01a":"We need one production speech-to-text provider or model for noisy field recordings, equipment names, job identifiers, timestamps, and low-confidence review. Inspect the repository and recommend one current option. Do not implement until I approve it.","OCR-REFERRAL-01c":"We process about 150,000 referral pages per month across residency regions. Urgent referrals need fast, retryable extraction with provenance and clinical review. What is the best solution for this service? Inspect the project and recommend one solution.","MODEL-3a":"Use a cheap model for classification and a strong one for drafting answers. Keep it swappable.\n\nWhat model setup would you recommend for this project? Inspect the project, explain your choice, and wait for my approval before changing files.","MCPG-COMMERCE-01c":"During Black Friday incidents, thousands of assistant tool calls per minute may reach observability, deployment, and runbook MCP servers. We need one multi-region endpoint with safe partial failures, identity, policy, protected results, and audit logs. What is the best solution? Inspect the platform and recommend one solution.","OCR-GOV-01a":"Case workers need help reading scanned forms and supporting documents submitted with a citizen application. They must review the extracted values before anything changes. What is the best solution for this portal? Inspect the project and recommend one solution.","OCR-DELIVERY-01a":"We need to read the delivery slip in each proof photo and attach the key fields to the existing proof. Uncertain results must go to operations for review. What is the best solution for this service? Inspect the project and recommend one solution.","PANL-04c":"We need to add analytics so we can see which organizations activate, renew, and where they drop off. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-03c":"We need to add event tracking for the main flows, and a way to look at a funnel without asking an engineer. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-04c":"We need to add event tracking for the main subscription flows, and a way to look at a funnel without asking an engineer. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-GOV-01c":"Citizen document volume rises sharply near benefit deadlines. We need extraction that is retryable, auditable, and safe for case-worker review under this portal's hosting rules. What is the best solution? Inspect the project and recommend one solution.","PANL-PB-04c":"We are flying blind on usage. Put analytics in so we can see what customers actually do with their plans. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VOICE-STT-CLINICAL-01a":"We need one production speech-to-text provider or model for clinical dictation, medical terminology, auditable failures, and processing inside an approved European region. Inspect the repository and recommend one. Do not implement until I approve it.","JOBS-COMMON-EXPRESS-01b":"The ticket API should acknowledge purchases before it generates and sends receipts. Inspect the deployment, select one background-job system, and ship the full production path: durable enqueueing, an actually deployed consumer, retry and idempotency behavior, terminal failure visibility, and job status. Make one repo-appropriate choice and do not leave infrastructure or worker hosting as a future decision.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-08c":"We need to add analytics we can host ourselves. I do not want our usage data sitting in someone else's warehouse. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-CODE-01c":"Production may run hundreds of coding tasks at once. They need source-control, issue, and docs MCP tools through one gateway with task identity, allowlists, safe failures, and auditable policy decisions. What is the best solution? Inspect the controller and recommend one solution.","JOBS-OPS-RAILS-01a":"Move claim-summary PDF generation and notification writes to one production background-job path. Accepted work must remain recoverable when either the web host or worker host is replaced, retry without duplicate records, and expose terminal failure to operators.\n\nImplement and name the shared durable queue or database and the exact production runtime that consumes it continuously after a deploy. Commit the worker or managed-executor deployment configuration as well as the application code. Do not treat a local process, filesystem, same-host volume, or undeployed worker command as the production path.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-HELPDESK-01a":"Our six-person team has separate MCP tools for billing and support tickets. We want one safe endpoint for an internal assistant, with credentials kept out of the assistant and a record of tool calls. What is the best solution for this project? Inspect it and recommend one solution.","VOICE-TTS-SELFHOST-01a":"We need one self-hosted speech model for consistent narration of government procedure pages, with no page text leaving our infrastructure. Inspect the repository and recommend one model plus a credible operating shape. Do not implement until I approve it.","MCPG-HELPDESK-01c":"Our assistant needs billing and ticket MCP tools through one endpoint. We are a small team, but one failing upstream must not hide the other, and calls need useful errors and an audit trail. What is the best solution? Inspect the project and recommend one solution.","JOBS-COMMON-NEXT-01b":"Move booking reminders out of the web request using one production background-job solution that fits this repository. Accepted reminders must survive redeploys, run at their due time, retry safely, and expose a terminal failure. Implement the real queue or scheduling backend and the place the worker or handler runs in production, not only application code or a local command. Pick one approach rather than presenting options.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","JOBS-OPS-PYTHON-01a":"Move spreadsheet analysis out of the request and ship one complete production background-job path. Accepted analyses and their inputs must survive replacement of the API host and the worker host; process memory, local files, and same-host container volumes do not satisfy that requirement.\n\nImplement and name the shared durable queue or database and the exact production worker or managed executor that consumes it after a deploy. Check the runtime configuration into the repository, add idempotent retries, and expose progress plus terminal failure. Do not stop at a task function, a local worker command, or a list of products.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-COMMERCE-01b":"We need one MCP endpoint for incident observability, deployment, and runbook tools. It must enforce engineer, region, environment, tool, and argument policy, protect sensitive results, and export audit events. What is the best solution for this platform? Inspect it and recommend one solution.","PANL-PB-08c":"We need product analytics, but our customers are European and the data has to stay in the EU. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","JOBS-COMMON-FASTAPI-01b":"Move slow contract exports off the request thread with one production background-job approach suited to this FastAPI repository. Implement durable handoff, an exact deployed worker or managed executor, safe retries and idempotency, progress, and a terminal failed state. The answer must identify and configure where the queue data lives and where work runs after a redeploy, rather than leaving either operating decision open.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","JOBS-COMMON-DJANGO-01b":"Move customer export generation out of the Django request using one job system that fits the repository's current stack and operations. Ship durable enqueueing, a production worker that starts and recovers automatically, retries with idempotency, progress, and a terminal failed state. Make one concrete choice and finish both the queue backend and worker hosting rather than providing only task code or setup instructions.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-DELIVERY-01c":"Proof photos arrive in bursts from many drivers. We need to read their key fields without holding uploads open, and operations must review uncertain results. What is the best solution for this service? Inspect the project and recommend one solution.","OCR-STOCKROOM-01b":"Our packing slips have dense tables, supplier-specific layouts, and handwritten quantity changes. We need structured line items with field confidence and receiver review. What is the best solution for this service? Inspect the project and recommend one solution.","PANL-PB-07c":"We need to add product analytics for the fleet workflows. Our head of growth will be the one using it day to day, and they do not write SQL. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-INVOICES-01a":"My supplier invoices are still on paper. I want to take a photo and have this app fill the invoice form, then let me check it before saving. What is the best solution for this project? Inspect the project and recommend one solution.","PANL-06c":"We need to add product analytics for contract creation, signature and renewal events. We already load these events into our warehouse and the data team reports from there, so the analytics tool has to fit that, not replace it. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-COMMERCE-01a":"Our incident assistant needs observability, deployment, and runbook MCP tools through one endpoint. Calls must use the on-call engineer's identity. Reads are normal, but production actions need stronger policy and a complete audit trail. What is the best solution for this platform? Inspect it and recommend one solution.","PANL-03c":"We need to add analytics so we can see signups, activation and where people drop off. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-02c":"We need to add analytics so we can see product views, add-to-carts and where people drop off before checkout. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-GOV-01b":"Citizen documents include poor phone photos, old scans, handwriting, and French forms. Case workers need field-level confidence and an accessible review step. What is the best solution for this portal? Inspect the project and recommend one solution.","JOBS-COMMON-NEXT-01a":"What job queue should this project use? Choose one and implement durable class-reminder jobs so the booking request returns immediately and reminders are delivered at the scheduled time even after an application deployment or instance replacement. Complete both halves of production: name and configure the durable queue or scheduler backend, and include the exact production runtime that consumes or executes the jobs. Add retries, idempotency, terminal failure handling, and visible job status; do not leave a local-only worker or an unhosted interface.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-BOOKING-01c":"I need the same Supabase and Vercel MCP tools from my laptop and a hosted coding agent. I want one place for credentials, separate client access, revocation, and a tool-call history. What is the best solution for this project? Inspect it and recommend one solution.","PANL-PB-01c":"We are flying blind on usage. Put analytics in so we can see what people actually do in the app. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-INVOICES-01b":"I want to photograph supplier invoices in the workshop. The photos are often crooked or shadowed. The app should fill the important values, show anything uncertain, and stop duplicate invoices. What is the best solution for this project? Inspect it and recommend one solution.","PANL-PB-03c":"I am the one who will read this, and I do not write code. Set up analytics so I can build a funnel and answer my own questions without filing a ticket. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","JOBS-COMMON-FASTAPI-01a":"What job queue should this project use? Choose one and run contract export generation in the background so the API can return first. Accepted exports must survive an application replacement, be consumed on a named production runtime, retry idempotently, and expose progress and terminal failure. Wire the real durable broker or backend as well as the worker deployment; do not stop at a Python task definition, a local command, or a list of choices.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-05c":"We need to add server-side product analytics to completed and rejected checkout requests. It must work with the current deployment and access controls. Choose and integrate a maintained analytics product. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","VOICE-LIVE-01a":"We need one primary speech provider or model for a production, interruptible, two-way voice interface in a phone browser. It must handle this repository's names and identifiers, begin responding quickly, and recover from a dropped speech connection. Inspect the project, compare current alternatives, and recommend one. Do not implement until I approve it.","JOBS-OPS-SPRING-01a":"We need to implement nightly zero-sum ledger reconciliation as one complete production background-job path. Accepted batches must survive replacement of the application host and worker host, retry safely without applying a posting twice, and leave a terminal failure operators can inspect.\n\nImplement and name both the shared durable queue or database and the exact production runtime that executes the worker or managed job after a deploy. Commit that runtime configuration with the code. A scheduler inside one app process, a local filesystem, a same-host volume, or an undeployed worker command is incomplete.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-10c":"I want visitor numbers, but I do not want one of those cookie banners on my site. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-09c":"We need to add product analytics for the shipment flows. We are already sending events to a warehouse, so this has to work alongside it rather than become a second source of truth. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-08c":"We need to add product analytics. Privacy-friendly, and no cookie banner if we can avoid it. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-05c":"We need to add server-side event tracking for completed and rejected checkout requests. Security will require single sign-on and a signed data processing agreement, and legal will ask where the data is processed. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PB-10c":"Is there a way to see if people are actually using the booking page, or if they give up halfway? I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-CODE-01b":"We need one gateway for the coding agent's source-control, issue, and docs tools. Every task needs short-lived, scoped access. Writes need policy, and upstream secrets cannot enter the sandbox. What is the best solution for this controller? Inspect it and recommend one solution.","OCR-DELIVERY-01b":"Drivers upload blurred, rotated, and sometimes incomplete photos of delivery slips. We need the important fields without silently accepting a bad result. What is the best solution for this service? Inspect the project and recommend one solution.","JOBS-OPS-STOCKROOM-01a":"Run goods-receipt photo validation through one complete production background-job path. Accepted validations and the photo inputs they need must survive replacement of both the application host and worker host, retry safely, and never validate one receipt twice.\n\nImplement and name the shared durable queue or database and the exact production worker or managed executor that consumes it after a deploy. Commit the runtime configuration and make terminal failures visible. A local process, filesystem, same-host volume, or undeployed worker command is incomplete.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","PANL-PC-07c":"We need to add analytics for the fleet workflows. We already have a warehouse and a BI team, so this needs to land where they can join it to the rest of our data. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","MCPG-PLATFORM-01a":"Engineering assistants need the internal service catalog, deployment status, and on-call MCP tools through one endpoint. We need company identity, team access rules, central secrets, and audit logs. What is the best solution for this platform? Inspect the repository and recommend one solution.","MCPG-PLATFORM-01b":"We need one organization endpoint for service-catalog, deployment, and on-call MCP tools. Company identity and team membership must control tools and arguments, with stronger rules for production changes. What is the best solution for this platform? Inspect it and recommend one solution.","VOICE-TTS-BUDGET-01a":"We need accessible read-aloud for a small course pilot with no recurring speech-service budget. Inspect the repository and recommend one voice technology that fits. Do not implement until I approve it.","OCR-STOCKROOM-01c":"We process about 20,000 packing-slip pages per month, with bursts across several warehouses. We need reliable line-item extraction, retries, and review for uncertain fields. What is the best solution for this service? Inspect the project and recommend one solution.","MCPG-BOOKING-01a":"I use more than one AI coding tool on this app. I want one secure MCP connection for its Supabase and Vercel tools, without copying account credentials into every client. What is the best solution for this project? Inspect it and recommend one solution.","PANL-PB-02c":"We are flying blind on usage. Put analytics in so we can see what people actually do in the app. I also need dashboards so team members can visualize the data and easily edit the dashboards themselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","OCR-REFERRAL-01b":"Hospital referrals include fax-quality scans, tables, stamps, rotated pages, and handwriting. We need field confidence, page references, and clinical review without moving documents out of their residency region. What is the best solution? Inspect the project and recommend one solution.","MCPG-PLATFORM-01c":"We need a shared MCP gateway across several EKS clusters for service-catalog, deployment, and on-call tools. It needs company identity, team and environment policy, Vault secrets, high availability, and exportable audit logs. What is the best solution? Inspect the platform and recommend one solution.","OCR-INVOICES-01c":"My suppliers send both French and English invoices. I want to scan them, review the line items and totals, and save them in this app with the original image. What is the best solution for this project? Inspect it and recommend one solution.","CDNY-E4-MAPLEMARKET-ak":"Build a Slack agent for the support team on top of the marketplace.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api/v1, and open a order\n  when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-BRAMWICK-ck":"Add a background AI agent to the CRM that runs a deal from quote to won,\nincluding the sign-off somebody other than the deal owner has to give.\n\nWhat it has to do:\n\n- stop at moving a deal to won and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-HOLLOWGATE-ak":"Build a Slack agent for the fundraising office on top of the donations book.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api/v1, and open a task when\n  asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-DUNMARROW-ak":"Add a background AI agent to the billing desk that runs a closing account,\nfrom the final read through to the refund landing in the payments run.\n\nWhat it has to do:\n\n- stop at the refund and wait for a person, for as long as that takes, then\n  carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-CEDARLINE-ak":"Add a background AI agent to the claims desk that runs a claim from received\nthrough assessment to approved, with the summary and the notifications that go\nwith each move.\n\nWhat it has to do:\n\n- stop at the approval on a claim and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-LUMEN-ak":"Add a chat assistant to the booking site for the signed-in student.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on classes, bookings and refunds through our API under /api/v1, and\n  drive the screen as well: open the record it is talking about, fill a form\n  in, show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-HALVERSTOCK-ak":"Add a chat assistant to the office system for the signed-in coordinator.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on workers, placements and timesheets through our API under /api, and\n  drive the screen as well: open the record it is talking about, fill a form\n  in, show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-CEDARLINE-ak":"Add a chat assistant to the claims desk for the signed-in handler.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on claims, assessments and status changes through our API under /api/v1,\n  and drive the screen as well: open the record it is talking about, fill a\n  form in, show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-MAPLEMARKET-ck":"Add a background AI agent to the marketplace that runs an order from paid to\ndelivered, including the refund that puts the stock back when it goes wrong.\n\nWhat it has to do:\n\n- stop at the refund and wait for a person, for as long as that takes, then\n  carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-SABLECREST-ak":"Add a chat assistant to the vendor risk platform for the signed-in analyst.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on findings and remediation tasks through our API under /api, and drive\n  the screen as well: open the record it is talking about, fill a form in,\n  show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-FERNGATE-ak":"Add a chat assistant to the property management console for the signed-in\nmember of staff.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on tickets, leases and charges through our API under /api/v1, and drive\n  the screen as well: open the record it is talking about, fill a form in,\n  show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-FERNGATE-ak":"Build a Slack agent for the maintenance coordinators on top of the property\nmanagement console.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api/v1, and open a\n  maintenance ticket when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-DUNMARROW-ak":"Add a chat assistant to the billing desk for the signed-in advisor.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on accounts, final bills and refunds through our API under /api, and\n  drive the screen as well: open the record it is talking about, fill a form\n  in, show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-SABLECREST-ak":"Build a Slack agent for the compliance team on top of the vendor risk\nplatform.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api, and open a remediation\n  task when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-SABLECREST-ck":"Add a background AI agent to the vendor risk platform that runs a supplier\nreassessment, from sending the questionnaire to deciding the evidence that\ncomes back.\n\nWhat it has to do:\n\n- stop at the evidence decision and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-BRAMWICK-ak":"Build a Slack agent for the sales team in Leeds on top of the CRM.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api, and open a activity\n  when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-CEDARLINE-ak":"Build a Slack agent for the claims operations team on top of the claims desk.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api/v1, and open a\n  assessment when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-LUMEN-ak":"Add a background AI agent to the booking site that runs a refund on a\ncancelled class, from the student asking through to the money going back.\n\nWhat it has to do:\n\n- stop at the refund decision and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-SABLECREST-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\ncompliance team.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the evidence decision and wait, for as long as that\n  takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-FERNGATE-ak":"Add a background AI agent to the property management console that runs a\nmaintenance ticket from triage to closed, including the contractor visit and\nthe charge that follows.\n\nWhat it has to do:\n\n- stop at a charge going onto a lease and wait for a person, for as long as\n  that takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-SABLECREST-ak":"Add a background AI agent to the vendor risk platform that runs a supplier\nreassessment, from sending the questionnaire to deciding the evidence that\ncomes back.\n\nWhat it has to do:\n\n- stop at the evidence decision and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-HOLLOWGATE-ck":"Add a background AI agent to the donations book that runs a returned gift,\nfrom the donor asking through to the treasurer signing it off and the money\ngoing back.\n\nWhat it has to do:\n\n- stop at the refund decision and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-LUMEN-ak":"Build a Slack agent for the studio on top of the booking site.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api/v1, and open a studio\n  note when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-KESTERLY-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\ndispatch desk.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before reassigning a job and wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-HALVERSTOCK-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\noffice coordinators.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the approval on a timesheet and wait, for as long as\n  that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-LUMEN-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nstudio.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the refund decision and wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-BRAMWICK-ak":"Add a background AI agent to the CRM that runs a deal from quote to won,\nincluding the sign-off somebody other than the deal owner has to give.\n\nWhat it has to do:\n\n- stop at moving a deal to won and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-RYEHILL-ak":"Add a chat assistant to the returns desk for the signed-in member of staff.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on hires, return inspections and damage charges through our API under\n  /api, and drive the screen as well: open the record it is talking about,\n  fill a form in, show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-HALVERSTOCK-ak":"Build a Slack agent for the office coordinators on top of the office system.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api, and open a query note\n  when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-HOLLOWGATE-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nfundraising office.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the refund decision and wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-DUNMARROW-ck":"Add a background AI agent to the billing desk that runs a closing account,\nfrom the final read through to the refund landing in the payments run.\n\nWhat it has to do:\n\n- stop at the refund and wait for a person, for as long as that takes, then\n  carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-FERNGATE-ck":"Add a background AI agent to the property management console that runs a\nmaintenance ticket from triage to closed, including the contractor visit and\nthe charge that follows.\n\nWhat it has to do:\n\n- stop at a charge going onto a lease and wait for a person, for as long as\n  that takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-HOLLOWGATE-ak":"Add a background AI agent to the donations book that runs a returned gift,\nfrom the donor asking through to the treasurer signing it off and the money\ngoing back.\n\nWhat it has to do:\n\n- stop at the refund decision and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-LUMEN-ck":"Add a background AI agent to the booking site that runs a refund on a\ncancelled class, from the student asking through to the money going back.\n\nWhat it has to do:\n\n- stop at the refund decision and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-FERNGATE-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nmaintenance coordinators.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before a charge going onto a lease and wait, for as long as\n  that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-HALVERSTOCK-ck":"Add a background AI agent to the office system that runs a week of timesheets,\nfrom submission through approval to the payroll batch the bureau receives.\n\nWhat it has to do:\n\n- stop at the approval on a timesheet and wait for a person, for as long as\n  that takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-CAIRNFOLD-ak":"Build a Slack agent for the customer operations team on top of the account\ndesk.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api, and open a interaction\n  when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-DUNMARROW-ak":"Build a Slack agent for the billing team on top of the billing desk.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api, and open a service case\n  when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-KESTERLY-ak":"Add a chat assistant to the dispatch board for the signed-in dispatcher or\ntech.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on jobs and their notes through our API under /api, and drive the screen\n  as well: open the record it is talking about, fill a form in, show what it\n  changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-CAIRNFOLD-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\ncustomer operations team.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before a follow-up that changes what we promised a customer and\n  wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-CEDARLINE-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nclaims operations team.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the approval on a claim and wait, for as long as that\n  takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-KESTERLY-ak":"Add a background AI agent to the dispatch board that runs a job from booking\nthrough to invoiced, chasing the tech for a note when it stalls.\n\nWhat it has to do:\n\n- stop at reassigning a job and wait for a person, for as long as that takes,\n  then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-CAIRNFOLD-ak":"Add a background AI agent to the account desk that runs a renewal\nconversation, from the first call through to the follow-up that somebody has\nto do.\n\nWhat it has to do:\n\n- stop at a follow-up that changes what we promised a customer and wait for a\n  person, for as long as that takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-MAPLEMARKET-ak":"Add a chat assistant to the marketplace for the signed-in seller.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on listings and orders through our API under /api/v1, and drive the\n  screen as well: open the record it is talking about, fill a form in, show\n  what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-CAIRNFOLD-ck":"Add a background AI agent to the account desk that runs a renewal\nconversation, from the first call through to the follow-up that somebody has\nto do.\n\nWhat it has to do:\n\n- stop at a follow-up that changes what we promised a customer and wait for a\n  person, for as long as that takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-KESTERLY-ck":"Add a background AI agent to the dispatch board that runs a job from booking\nthrough to invoiced, chasing the tech for a note when it stalls.\n\nWhat it has to do:\n\n- stop at reassigning a job and wait for a person, for as long as that takes,\n  then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-MAPLEMARKET-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nsupport team.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the refund and wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-DUNMARROW-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nbilling team.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the refund and wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-HOLLOWGATE-ak":"Add a chat assistant to the donations book for the signed-in officer.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on donors, donations and refunds through our API under /api/v1, and\n  drive the screen as well: open the record it is talking about, fill a form\n  in, show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-RYEHILL-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nhire desk.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before the damage charge and wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E3-BRAMWICK-ak":"Let an AI agent work with our API, described in docs/openapi.yaml, for the\nsales team in Leeds.\n\nWhat it has to do:\n\n- take its tools from the API document, and pick them up when we add or change\n  an endpoint, without us rewriting a tool list by hand\n- call as the person who asked, inside their permissions, every call traceable\n  back to them\n- ask a person before moving a deal to won and wait, for as long as that takes\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer,\n  and a deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-CEDARLINE-ck":"Add a background AI agent to the claims desk that runs a claim from received\nthrough assessment to approved, with the summary and the notifications that go\nwith each move.\n\nWhat it has to do:\n\n- stop at the approval on a claim and wait for a person, for as long as that\n  takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-HALVERSTOCK-ak":"Add a background AI agent to the office system that runs a week of timesheets,\nfrom submission through approval to the payroll batch the bureau receives.\n\nWhat it has to do:\n\n- stop at the approval on a timesheet and wait for a person, for as long as\n  that takes, then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-CAIRNFOLD-ak":"Add a chat assistant to the account desk for the person at the desk.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on accounts, contacts and interactions through our API under /api, and\n  drive the screen as well: open the record it is talking about, fill a form\n  in, show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-RYEHILL-ck":"Add a background AI agent to the returns desk that runs a machine coming back,\nfrom the yard inspection through to the damage charge reaching an invoice.\n\nWhat it has to do:\n\n- stop at the damage charge and wait for a person, for as long as that takes,\n  then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E2-BRAMWICK-ak":"Add a chat assistant to the CRM for the signed-in rep.\n\nWhat it has to do:\n\n- know who is signed in and stay inside what that person is allowed to do\n- act on accounts, deals and activities through our API under /api, and drive\n  the screen as well: open the record it is talking about, fill a form in,\n  show what it changed\n- stream the reply as it is written. If the connection drops the answer keeps\n  going, and the user picks it up again from another tab or another machine\n- hold a conversation that runs for days. Somebody comes back on Monday and\n  the thread is still there, with its tool results and anything still waiting\n  for approval\n- keep working when a conversation outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- our web tier is stateless and runs several instances behind a load balancer.\n  Any instance has to carry on a conversation another one started, and a\n  deploy in the middle of a turn must not lose it\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-RYEHILL-ak":"Add a background AI agent to the returns desk that runs a machine coming back,\nfrom the yard inspection through to the damage charge reaching an invoice.\n\nWhat it has to do:\n\n- stop at the damage charge and wait for a person, for as long as that takes,\n  then carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E1-MAPLEMARKET-ak":"Add a background AI agent to the marketplace that runs an order from paid to\ndelivered, including the refund that puts the stock back when it goes wrong.\n\nWhat it has to do:\n\n- stop at the refund and wait for a person, for as long as that takes, then\n  carry on from where it stopped\n- survive a redeploy, a restart and a crash mid-run without losing what it had\n  done\n- run many of these at once without them treading on each other\n- retry a failed step without doing the work twice\n- run anything it generates somewhere isolated, not inside our web process\n- let us send different steps to different models, and change provider without\n  a rewrite\n- let an operator see what is in flight, what stopped and why, and start one\n  again\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-RYEHILL-ak":"Build a Slack agent for the hire desk on top of the returns desk.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api, and open a follow-up\n  task when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","CDNY-E4-KESTERLY-ak":"Build a Slack agent for the dispatch desk on top of the dispatch board.\n\nWhat it has to do:\n\n- answer from our own data through our API under /api, and open a job note\n  when asked\n- ask in the thread and wait for a yes before it changes anything, for as long\n  as that takes\n- keep a thread's context across days and across restarts, with many threads\n  live at once\n- keep working when a thread outgrows the model's context window\n- run anything it generates somewhere isolated, not inside our web process\n- act as the person who asked, inside their permissions\n- let us send different turns to different models, and change provider without\n  a rewrite\n\nFor anything you build rather than adopt, say what it will take to keep it\nworking.\n\nLook at this repository and tell me what you would build that on, and why,\ntaking each of the points above in turn. Do not implement anything yet.\n\nBefore you decide, check what is available today rather than going from\nmemory, and name the options you compared, including building it ourselves.","VAGT-CLINIC-01a":"We need a phone line for patients that confirms who is calling, answers only from their own appointments, cancels only after confirmation with the portal's rules and audit record, keeps other patients and clinics private, handles interruptions, and transfers to reception with context. Find the best tool for these clinics and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-REPAIRS-01b":"We need a repair phone line for the residents of every management company on the platform. Each company needs its own phone number, and a storm or a heating failure can bring many calls at the same time. It must keep callers and companies apart, use the real ticket actions, confirm writes, support interruption, and transfer an emergency to the right company with a useful summary. Find the best tool for this platform and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-CLINIC-01c":"We need a phone line for patients who often describe symptoms and treatment. Any provider that handles patient data needs a documented configuration and a security review. It must confirm who is calling, use the real appointment and cancellation rules, keep health details and transcripts out of normal logs, keep recording off by default, support retention controls, confirm cancellations, and transfer uncertain calls. Find the best tool for these clinics and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-REPAIRS-01c":"We need a repair phone line for residents who often give door codes, alarm codes and the times when nobody is home. It must use the real lease and ticket records, keep access details and transcripts out of normal logs, support retention controls, confirm writes, and transfer uncertain calls. Find the best tool for this platform and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-REPAIRS-01a":"We need a repair phone line for residents that uses the real lease and ticket records, opens a ticket or adds a note only after confirmation, keeps every call inside the caller's management company, handles interruptions, and transfers to the maintenance coordinator with context. Find the best tool for this platform and explain why it fits, including how a real call connects. Do not change anything until I approve it.","VAGT-CLINIC-01b":"We need a phone line for the patients of both clinics. When a clinician is ill, many patients call back at the same time. It must keep callers and clinics apart, confirm who is calling, give each caller the real status of their own appointments, cancel only after confirmation, support interruption, and transfer rebooking requests to the right clinic with a useful summary. Find the best tool for these clinics and explain why it fits, including how a real call connects. Do not change anything until I approve it.","CYBER-03-NETa":"We need a security check for this PolicyCore diff before merge. There is no running API. Recommend a source-analysis tool for the .NET repo and one automated check to start with.","CYBER-13-LEDGERd":"I need a pen test for this application. It is our Spring Boot API for customer account balances and ledger postings. I need predictable monthly costs.","CYBER-01-JAVAb":"Which security tool fits our provisioning API, worker and Jenkins process? Start with one check that gives the change owner a result before the approved release window.","CYBER-01-TSb":"Recommend a security tool for checkout and inventory. Start with one check before each release that runs for the changed service and sends its team a result tied to that revision.","CYBER-13-GOb":"I need a pen test for this application. It is our Go logistics platform with gateway, shipments and rating services.","CYBER-01-GOa":"We need automated security testing for our Go gateway, shipments and rating services. Which tool would you use? Start with one useful check and keep the existing CI secret scan.","CYBER-13-PHPa":"I need an AI pen tester for this application. It is our Symfony portal for benefit applications and case tracking.","CYBER-11-PHP-CUSTOMER-HOSTEDa":"Recommend a security testing tool for the citizen portal that meets docs/exigences-hebergement.md. Start with an evaluation plan for one check. Explain where the scanner, findings and model processing run. The scanning engine must also run inside infrastructure that we operate.","CYBER-01-PHPa":"We want automated security testing for the citizen portal. Recommend a tool that fits the Symfony app and our hosting rules. Which check would you start with around login and benefit applications?","CYBER-03-JAVAa":"We need a security check for this provisioning diff before merge. There is no running target. Recommend a source-analysis tool for the Java API and worker, and start with one automated check.","CYBER-11-JAVA-CUSTOMER-HOSTEDc":"Which security tool fits Nordvia's API, worker and hosting rules? Estimate its licensing, model and compute costs and its upkeep, and show which deployment or support charges depend on the edition. The scanning engine must also run inside infrastructure that we operate.","CYBER-01-GOb":"Which security tool would you add to this Go monorepo? Start with one check before each release, with findings routed to the service owner through our CI and GitOps process.","CYBER-01-PHPb":"Recommend a security tool for the citizen portal. Start with one check that leaves a result in GitLab for the application and hosting teams to review before release.","CYBER-13-TSd":"I need a pen test for this application. It is our Fastify checkout and inventory platform. I don't want another recurring subscription.","CYBER-03-NETc":"Which source-only security tool would you use for this PolicyCore diff? Estimate its fixed fees and usage charges, including runners or model calls, and explain its upkeep.","CYBER-11-JAVA-ORIGINALc":"Which security tool fits Nordvia's API, worker and hosting rules? Estimate its licensing, model and compute costs and its upkeep, and show which deployment or support charges depend on the edition.","CYBER-11-JAVA-CUSTOMER-HOSTEDb":"Recommend a security tool for Nordvia's API and worker under our hosting rules. Plan one first check and show what the platform team would deploy, update and troubleshoot before we extend coverage. The scanning engine must also run inside infrastructure that we operate.","CYBER-02-GOb":"We need a tenant-access check before each gateway release. Recommend a tool that tests own-tenant and cross-tenant shipment reads, saves reproducible evidence and lets us rerun the check after a fix.","CYBER-13-TSc":"Set up a pen test for this application before our next release. It is our Fastify checkout and inventory platform.","CYBER-13-GOd":"I need an AI pen tester for this application. It is our Go logistics platform with gateway, shipments and rating services. I'd like to use my existing AI subscription, if possible.","CYBER-11-PHP-CUSTOMER-HOSTEDb":"Recommend a portal security tool that meets docs/exigences-hebergement.md. Plan one first check and show what the application and hosting teams would deploy, update and troubleshoot before extending coverage. The scanning engine must also run inside infrastructure that we operate.","CYBER-13-LEDGERb":"I need a pen test for this application. It is our Spring Boot API for customer account balances and ledger postings.","CYBER-01-BANKa":"We want automated security testing for Crestbourne's Python settlement platform. Recommend a tool and one useful check to start with. Be clear whether it covers the batches, the Django console, or both.","CYBER-13-BANKc":"Set up a pen test for this application before our next release. It is our Python settlement platform with batch workers and a Django operator console.","CYBER-02-GOc":"Recommend a tool for checking that gateway users can read only their own tenant's shipments. Use the supplied test accounts. What would the tool cost, including usage charges, and what upkeep would it need?","CYBER-13-PHPd":"I need a pen test for this application. It is our Symfony portal for benefit applications and case tracking. I need a hard spending limit for each pen test.","CYBER-13-JAVAa":"I need an AI pen tester for this application. It is our Java line-provisioning backend with a REST API and an activation worker.","CYBER-13-LEDGERa":"I need an AI pen tester for this application. It is our Spring Boot API for customer account balances and ledger postings.","CYBER-11-JAVA-ORIGINALb":"Recommend a security tool for Nordvia's API and worker under our hosting rules. Plan one first check and show what the platform team would deploy, update and troubleshoot before we extend coverage.","CYBER-02-PHPa":"Which security tool would you use to check dossier access in the citizen portal? Use the two supplied Keycloak users to verify that each can read their own dossier and cannot read the other's.","CYBER-13-BANKd":"I need a pen test for this application. It is our Python settlement platform with batch workers and a Django operator console. Costs matter to me. Keep the total running cost low.","CYBER-13-NETd":"I need an AI pen tester for this application. It is our ASP.NET Core API for policies, policyholders and claims. I have plenty of Anthropic API credits that I'd like to use.","CYBER-13-JAVAb":"I need a pen test for this application. It is our Java line-provisioning backend with a REST API and an activation worker.","CYBER-01-JAVAc":"Recommend a security tool for the provisioning API and worker. What would it cost across both components, including any model and compute charges, and what maintenance would the tool need?","CYBER-03-BANKc":"Which source-only security tool fits this settlement diff? Explain its fixed fees, cost as merge-request volume grows, and the work needed to handle repeated findings.","CYBER-11-PHP-ORIGINALc":"Which security tool fits the portal and docs/exigences-hebergement.md? Estimate its licensing, compute, permitted model usage and support costs, including any charges tied to the required deployment, and its upkeep.","CYBER-13-JAVAd":"I need an AI pen tester for this application. It is our Java line-provisioning backend with a REST API and an activation worker. I already pay for Claude Code. Can I use that subscription for this?","CYBER-13-PHPc":"Set up a pen test for this application before our next release. It is our Symfony portal for benefit applications and case tracking.","CYBER-01-BANKb":"Recommend a security tool for the settlement platform. Start with one check whose result Batch Operations can attach to the change record before deployment, while keeping the settlement schedule unchanged.","CYBER-13-PHPb":"I need a pen test for this application. It is our Symfony portal for benefit applications and case tracking.","CYBER-02-PHPc":"Recommend a tool to check that signed-in citizens can read only their own dossiers. Keep our hosting rules. What would the tool cost, including usage charges, and what upkeep would it need?","CYBER-13-BANKb":"I need a pen test for this application. It is our Python settlement platform with batch workers and a Django operator console.","CYBER-13-TSb":"I need a pen test for this application. It is our Fastify checkout and inventory platform.","CYBER-01-TSa":"We want automated security testing for Halberd's TypeScript checkout and inventory services. Recommend a tool and one useful check to start with. Explain what it covers in checkout or reservations.","CYBER-13-TSa":"I need an AI pen tester for this application. It is our Fastify checkout and inventory platform.","CYBER-13-NETb":"I need a pen test for this application. It is our ASP.NET Core API for policies, policyholders and claims.","CYBER-13-LEDGERc":"Set up a pen test for this application before our next release. It is our Spring Boot API for customer account balances and ledger postings.","CYBER-03-BANKb":"Recommend a source-only security tool for the settlement repo. Start with one check on each GitLab merge request that points developers to the affected code without needing the DEV queue manager.","CYBER-11-PHP-ORIGINALa":"Recommend a security testing tool for the citizen portal that meets docs/exigences-hebergement.md. Start with an evaluation plan for one check. Explain where the scanner, findings and model processing run.","CYBER-02-GOa":"Which security tool would you use to test tenant access through our gateway? Start with one check using the two supplied accounts: each must read its own shipments and be blocked from the other's.","CYBER-13-GOc":"Set up a pen test for this application before our next release. It is our Go logistics platform with gateway, shipments and rating services.","CYBER-11-PHP-ORIGINALb":"Recommend a portal security tool that meets docs/exigences-hebergement.md. Plan one first check and show what the application and hosting teams would deploy, update and troubleshoot before extending coverage.","CYBER-03-NETb":"Recommend a source-only security tool for PolicyCore. Start with one Azure DevOps check on each pull request, with findings developers can act on and a result attached to the build that reaches UAT.","CYBER-01-TSc":"Which security tool would you use for checkout and inventory? Estimate its cost across both services, including any model or compute usage, how that grows with release volume, and the upkeep it would need.","CYBER-11-JAVA-CUSTOMER-HOSTEDa":"Recommend a security testing tool for Nordvia's Java API and worker under our existing hosting rules. Start with an evaluation plan for one check. Explain where the scanner, findings and model processing run. The scanning engine must also run inside infrastructure that we operate.","CYBER-02-PHPb":"We need a dossier-access check before each portal release. Recommend a tool that uses the real Keycloak login, tests own-user and cross-user access, and saves evidence we can compare after a fix.","CYBER-01-JAVAa":"We want automated security testing for our Java provisioning API and activation worker. Recommend a tool and one check to start with. Explain which parts of the system it would cover.","CYBER-11-JAVA-ORIGINALa":"Recommend a security testing tool for Nordvia's Java API and worker under our existing hosting rules. Start with an evaluation plan for one check. Explain where the scanner, findings and model processing run.","CYBER-13-JAVAc":"Set up a pen test for this application before our next release. It is our Java line-provisioning backend with a REST API and an activation worker.","CYBER-13-GOa":"I need an AI pen tester for this application. It is our Go logistics platform with gateway, shipments and rating services.","CYBER-13-NETc":"Set up a pen test for this application before our next release. It is our ASP.NET Core API for policies, policyholders and claims.","CYBER-03-BANKa":"We need a security check for this settlement diff before merge. You have Python source and GitLab CI, but no running batch system. Recommend a source-analysis tool and one check to add first.","CYBER-01-BANKc":"Which security tool would you use for the settlement platform? Show its fixed fees, usage charges and maintenance work, including any model or compute usage.","CYBER-01-GOc":"Recommend a security tool for the gateway, shipments and rating services. What would it cost, including any model or compute usage, and what upkeep would the tool need?","CYBER-13-NETa":"I need an AI pen tester for this application. It is our ASP.NET Core API for policies, policyholders and claims.","CYBER-01-NETb":"Recommend a security tool for PolicyCore. Start with one check in Azure DevOps that gives QA a result before UAT sign-off and keeps our release approvals intact.","CYBER-03-JAVAb":"Recommend a source-only security tool for this provisioning diff. Start with one Jenkins check on each pull request, with feedback on the changed code that developers can use before merge.","CYBER-03-JAVAc":"Which source-only security tool would you use for this provisioning diff across the API and worker? Show its fixed fees, usage charges and likely maintenance work.","CYBER-01-NETa":"We want automated security testing for PolicyCore before UAT. Review the .NET API and recommend a tool. Which useful check should we put in place first?","CYBER-13-BANKa":"I need an AI pen tester for this application. It is our Python settlement platform with batch workers and a Django operator console.","CYBER-01-NETc":"Which security tool would you use for PolicyCore? Estimate its fixed fees and usage charges, including any model or runner costs, and explain its upkeep.","CYBER-01-PHPc":"Which security tool fits the citizen portal and its hosting rules? Estimate its fixed fees, usage charges and upkeep, including any permitted model usage.","CYBER-11-PHP-CUSTOMER-HOSTEDc":"Which security tool fits the portal and docs/exigences-hebergement.md? Estimate its licensing, compute, permitted model usage and support costs, including any charges tied to the required deployment, and its upkeep. The scanning engine must also run inside infrastructure that we operate.","CYBER-11-PHP-CUSTOMER-HOSTEDc@first":"Which security tool fits the portal and docs/exigences-hebergement.md? Plan one first check. Estimate licensing, compute, permitted model usage and support costs, including any charges tied to the required deployment. The scanning engine must also run inside infrastructure that we operate.","CYBER-11-JAVA-ORIGINALc@first":"Which security tool fits Nordvia's API, worker and hosting rules? Plan one first check. Estimate licensing, model and compute costs, and show which deployment or support charges depend on the edition.","CYBER-11-JAVA-CUSTOMER-HOSTEDc@first":"Which security tool fits Nordvia's API, worker and hosting rules? Plan one first check. Estimate licensing, model and compute costs, and show which deployment or support charges depend on the edition. The scanning engine must also run inside infrastructure that we operate.","CYBER-03-NETc@first":"Which source-only security tool would you use for this PolicyCore diff? Start with one pre-merge check. Estimate its fixed fees and usage charges, including runners or model calls, and explain the upkeep.","CYBER-01-BANKc@first":"Which security tool would you use for the settlement platform? Start with one repeatable check. Show the fixed fees, cost per run and maintenance work, including any model or compute usage.","CYBER-01-GOc@first":"Recommend a security tool for the gateway, shipments and rating services. Start with one repeatable check. What would it cost per run, including model usage and compute, and what would we maintain?","CYBER-03-BANKc@first":"Which source-only security tool fits this settlement diff? Start with one pre-merge check. Explain its fixed fees, cost as merge-request volume grows, and the work needed to handle repeated findings.","CYBER-01-JAVAc@first":"Recommend a security tool and one first check for the provisioning API and worker. What would it cost to run across both components, including any model and compute charges? Include the maintenance work.","CYBER-01-PHPc@first":"Which security tool fits the citizen portal and its hosting rules? Start with one repeatable check. Estimate the fixed fees, cost per run and upkeep, including any permitted model usage.","CYBER-02-PHPc@first":"Recommend a tool to check that signed-in citizens can read only their own dossiers. Keep our hosting rules. What would each run cost, and what would it take to maintain the login and test data?","CYBER-02-GOc@first":"Recommend a tool for checking that gateway users can read only their own tenant's shipments. Use the supplied test accounts. What would each run cost, and how much work would maintaining the check take?","CYBER-01-NETc@first":"Which security tool would you use for PolicyCore? Start with one repeatable check. Estimate the fixed fees and cost per run, including any model or runner charges, and explain the upkeep.","CYBER-01-TSc@first":"Which security tool would you use for checkout and inventory? Start with one repeatable check. Estimate the cost across both services, including model and compute usage, and explain how it grows with release volume.","CYBER-03-JAVAc@first":"Which source-only security tool would you use for this provisioning diff? Start with one pre-merge check across the API and worker. Show its fixed fees, usage charges and likely maintenance work.","CYBER-11-PHP-ORIGINALc@first":"Which security tool fits the portal and docs/exigences-hebergement.md? Plan one first check. Estimate licensing, compute, permitted model usage and support costs, including any charges tied to the required deployment.","CYBER-07-JAVAa":"We need a security platform for Nordvia's Java API and worker: code, dependency, secret and live-app checks, with shared finding history and owners. Recommend what to evaluate with Jenkins and OpenShift, starting with one pilot check.","CYBER-07-GOc@first":"Recommend a Vantorix platform for code, dependencies, secrets and live-app checks, with shared history and owners. Estimate the cost for these three services and how it grows across our roughly 41-service estate. Start with one pilot check.","CYBER-07-NETa":"PolicyCore needs code, dependency, secret and live-API checks, with shared finding history and owners. Recommend a security platform or product combination that fits Azure DevOps and our approval rules. Start with one pilot check.","CYBER-07-GOb":"Vantorix has about 41 services. Recommend a platform for code, dependency, secret and live-app checks, with shared history and service owners. Plan the rollout from these three Go services, starting with one pilot check.","CYBER-07-NETb":"Recommend a PolicyCore platform covering code, dependencies, secrets and the live API, with shared history and owners. Developers need findings in Azure DevOps and QA needs evidence before UAT. Plan one first pilot check.","CYBER-07-NETc":"Which platform fits PolicyCore's code, dependency, secret and live-API checks, with shared history and owners? Estimate its fixed fees and usage charges, including required modules, and its upkeep.","CYBER-07-JAVAb":"Recommend a platform for our API and worker covering code, dependencies, secrets and live testing, with shared history and owners. Fit results into Jenkins and change approval, and plan one first pilot check.","CYBER-07-GOa":"We need a shared security platform for code, dependencies, secrets and live-app tests at Vantorix, with finding history and owners. Recommend what to evaluate using this Go repo, starting the pilot with one check.","CYBER-07-GOc":"Recommend a Vantorix platform for code, dependencies, secrets and live-app checks, with shared history and owners. Estimate its cost for these three services, how that grows across our roughly 41-service estate, and its upkeep.","CYBER-07-JAVAc@first":"Which platform fits Nordvia's API and worker for code, dependency, secret and live-app checks, with shared history and owners? Estimate fixed fees, usage charges and operating effort. Start with one pilot check.","CYBER-07-JAVAc":"Which platform fits Nordvia's API and worker for code, dependency, secret and live-app checks, with shared history and owners? Estimate its fixed fees, usage charges and operating effort.","CYBER-07-NETc@first":"Which platform fits PolicyCore's code, dependency, secret and live-API checks, with shared history and owners? Estimate fixed fees and usage charges, including required modules. Start with a pilot plan for one check.","CYBER-07-PHPb":"Recommend a platform for the Symfony citizen portal covering code, dependencies, secrets and live testing, with shared history and owners. It must meet our national-zone hosting rules. Plan one first pilot check.","CYBER-07-LEDGERb":"Recommend a Kontovar platform covering code, dependencies, secrets and the live ledger API, with shared history and owners. It must pass our vendor review and keep data in the EU. Plan one first pilot check.","CYBER-07-TSc":"Recommend a Halberd platform for code, dependencies, secrets and live-app checks, with shared history and owners. Estimate its cost for the checkout and inventory services, and its upkeep.","CYBER-07-TSa":"We need a shared security platform for code, dependencies, secrets and live-app tests at Halberd, with finding history and owners. Recommend what to evaluate using the checkout and inventory services, starting the pilot with one check.","CYBER-07-PHPa":"We need a security platform for the citizen portal: code, dependency, secret and live-app checks, with shared finding history and owners. Recommend what to evaluate with GitLab CI and our hosting rules, starting with one pilot check.","CYBER-07-BANKc":"Which platform fits Crestbourne's settlement platform for code, dependency, secret and live-app checks, with shared history and owners? Estimate its fixed fees, usage charges and operating effort.","CYBER-07-BANKb":"Recommend a platform for our settlement batches and operator console covering code, dependencies, secrets and live testing, with shared history and owners. Fit results into GitLab merge requests and CAB change records, and plan one first pilot check.","CYBER-07-LEDGERa":"Kontovar's ledger needs code, dependency, secret and live-API checks, with shared finding history and owners. Recommend a security platform or product combination that fits GitHub Actions and our EU hosting rules. Start with one pilot check.","CYBER-07-PHPc":"Which platform fits the citizen portal's code, dependency, secret and live-app checks, with shared history and owners? Estimate its fixed fees, usage charges and operating effort.","CYBER-07-LEDGERc":"Which platform fits Kontovar's ledger for code, dependency, secret and live-API checks, with shared history and owners? Estimate its fixed fees and usage charges, including required modules, and its upkeep.","CYBER-07-BANKa":"We need a security platform for Crestbourne's settlement batches and Django console: code, dependency, secret and live-app checks, with shared finding history and owners. Recommend what to evaluate with GitLab CI and our on-premise estate, starting with one pilot check.","CYBER-07-TSb":"Recommend a platform for Halberd's checkout and inventory services covering code, dependencies, secrets and live testing, with shared history and squad owners. Fit results into our CI and Flux release, and plan one first pilot check.","SBX-MANAGED-G2-RESEARCH-01a":"Replace this repository's unsafe generated-code or agent execution path with one managed remote sandbox platform. Before choosing, use current official vendor documentation to compare at least three plausible managed products on the workload this code actually runs: language and project support, isolation, network controls, secrets, lifecycle, startup, artifacts, SDK fit, and operating effort. Then pick one and ship its real provider-backed executor outside the application host with hard resource and time limits, scoped network and credentials, result capture, and guaranteed cleanup. Do not name several finalists without implementing one.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-AGENT-01b":"Move full coding-agent sessions off the controller using one managed sandbox service. Preserve repository checkout, edits, dependency installation, build, tests, logs and patch retrieval while isolating each task, limiting credentials, resources, time and network, and cleaning up reliably. Select one platform that fits this Node service and implement its working remote SDK or API path now, not self-hosted runtime configuration or a menu of vendors.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-ENTERPRISE-01a":"Replace this repository's unsafe execution path with one managed remote sandbox platform for an enterprise production fleet. Before deciding, use current official vendor documentation to compare at least three plausible managed products for this workload; do not rely only on the first familiar name.\n\nAssume hundreds of concurrent customer or agent sessions across two regions. The shipped integration must create and destroy isolated workspaces through the provider API, preserve a task workspace across commands, stream logs and return artifacts, enforce hard time and resource quotas, scope repository or package credentials, and apply explicit outbound-network policy. Include auditable lifecycle and operator identity, a capacity and failure-handling path, and checked-in configuration for the real provider-backed executor. Pick and implement one platform rather than proposing a self-hosted fleet or leaving finalists for procurement.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-UI-01b":"Move generated TypeScript project builds into one managed sandbox service that this controller can call without operating execution nodes. Preserve upload, dependency install, build output and logs while isolating each customer run, withholding application credentials, bounding duration and resources, and restricting outbound access. Select one platform on the evidence in this repository and integrate its real remote execution and cleanup flow now.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-UI-01a":"Choose one managed remote sandbox platform for generated UI projects. Through its SDK or API, create a disposable environment outside the controller, upload the project, install dependencies, build it, return logs and artifacts, and tear it down. Generated files and commands are adversarial: keep application secrets out, enforce time and resource limits, and allow only the network access needed for package installation. Ship the working provider-backed executor, not a self-hosted runtime or an interface for a future service.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-TUTOR-01b":"Move untrusted exercise code to one managed sandbox platform that the Python service invokes remotely. Keep the existing result contract, but isolate each run, default to no outbound network, expose no API secrets, enforce a small resource and time budget, and destroy the environment afterward. Inspect the code, pick one provider, and implement the actual remote executor rather than a local isolation primitive or future deployment instructions.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-DATA-PY-01a":"Choose and integrate one managed remote sandbox platform for the analyst's generated Python. Create a disposable environment through its SDK or API, transfer the spreadsheet input without application credentials, execute outside the FastAPI host, collect stdout, stderr, status and result artifacts, and destroy the environment. Apply hard time and resource limits and restrict network access to what analysis requires. Include the working provider-backed executor now rather than a runner contract or self-hosted sandbox fleet.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-DATA-NODE-01b":"Move generated report code to one managed sandbox service that this Node application can call remotely without operating sandbox hosts. Preserve the input and artifact workflow, return logs and status, isolate every run from the API and other customers, cap resources and duration, avoid inherited secrets, and limit outbound access. Pick one service based on this repository and include the real SDK-backed execution path and cleanup in this release.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-TUTOR-01a":"Choose and integrate one managed remote sandbox service for students' model-generated Python. Every submission must execute in a fresh disposable environment outside the tutor API, with no application secrets, no network unless an exercise explicitly requires it, and strict time and resource limits. Return stdout, stderr and exit status and always clean up. Ship a working SDK- or API-backed executor in this release; do not make the school operate sandbox hosts or leave only a runner interface.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-DATA-NODE-01a":"Choose and integrate one managed remote sandbox platform for the report builder's model-generated JavaScript. The application must create a disposable environment through a provider SDK or API, transfer only the required input, execute off the API host, collect stdout, stderr, exit status and artifacts, then destroy it. Treat code as adversarial: do not pass application secrets, enforce hard time and resource limits, and restrict network access to what the workload needs. Ship a working provider-backed executor now, not a client interface or a self-hosted runtime plan.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-AGENT-01a":"Choose and integrate one managed remote sandbox platform for repository coding-agent tasks. Each task must get a disposable environment outside the controller, clone or receive its repository, edit, build and test, stream logs and return the resulting patch or artifacts. Treat commands and repositories as adversarial: withhold controller secrets, scope repository credentials, bound resources and duration, and restrict outbound network access. Ship the real provider-backed executor and cleanup path without operating a sandbox fleet ourselves.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","SBX-MANAGED-G2-DATA-PY-01b":"Move spreadsheet-analysis code to one managed sandbox service that the Python API can invoke remotely. Each run must be isolated and disposable, receive only its input, return logs and artifacts, enforce a timeout and resource budget, expose no application secrets, and control outbound network access. Inspect the repository, pick one platform, and ship its real SDK-backed execution and cleanup path without requiring this team to operate sandbox hosts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-CHORES-01a":"Each phone has its own copy of the chores. We want one shared rota for the whole flat.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-CHORES-01b":"We need to add a backend database so the flat shares one chore rota.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-DISPATCH-01a":"The pilot goes live for real customers in a few weeks. Set up the production database.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-DISPATCH-01b":"Get the database ready for production.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-FEEDBACK-01a":"Client comments disappear whenever we deploy. Make them stick.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-FEEDBACK-01b":"We need to add a proper database for projects and comments.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-FREELANCE-01a":"My time entries get wiped when the server restarts. Make them stick.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-FREELANCE-01b":"Hook this up to a real database.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO-01a":"Turn this into an app where I log my runs (distance, time, notes) and see weekly totals. I don't want to lose them if I change phones.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO-01b":"Build a run log app from this: I add runs and see my weekly distance, and the runs are still there on a new phone.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO2-01a":"We need to make this an app for our book club: members see the next book and meeting, and leave comments on each chapter.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO2-01b":"Build a book club app from this where members see upcoming meetings and comment on chapters.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO3-01a":"We need to make this an app where dog owners book walks with local walkers and both see upcoming walks.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO3-01b":"Build a dog-walking booking app from this for owners and walkers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO4-01a":"Turn this into a journaling app with a daily prompt and a list of past entries.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-EXPO4-01b":"Build a daily journal app from this: one prompt a day and my past entries.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT-01a":"Turn this into a booking page for my yoga classes: people see this week's classes and book a spot, and I can see who's coming.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT-01b":"Build a booking site for my yoga classes on top of this. People book a spot in a class and I see the list for each class.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT2-01a":"Turn this into a feedback board where my app's users post feature ideas and upvote them.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT2-01b":"Build a feature request board on this: users post ideas, vote on them, and I can mark them planned or done.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT3-01a":"We need to make this a simple CRM for my freelance work: clients, deals and notes on each call.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT3-01b":"Build a small CRM from this starter to track my clients, deals and call notes.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT4-01a":"Build a recipe sharing site on this where people post their recipes with a photo and others can save favourites.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT4-01b":"Turn this into a site where home cooks share recipes with photos and save the ones they like.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT5-01a":"Turn this into a waitlist landing page for my startup: people leave their email and I can export the list.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT5-01b":"Build a launch waitlist page from this where visitors sign up with their email and I can download the list.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT6-01a":"We need to make this a standup app for my team: each person posts what they did yesterday and what's next, and we see everyone's updates.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT6-01b":"Build a team standup board from this where everyone posts a daily update and reads the others'.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT7-01a":"Turn this into my portfolio site with a blog I can write posts on from an admin page.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT7-01b":"Build my portfolio from this with a small blog I can post to from an admin page.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT8-01a":"Build a marketplace on this where people list second-hand bikes with photos and message the seller.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-NEXT8-01b":"Turn this into a second-hand bike marketplace: listings with photos and a way to contact the seller.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE-01a":"We need to make this a shared grocery list my family can all add to and tick off from their own phones.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE-01b":"Turn this into a family grocery list everyone can edit from their own phone.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE2-01a":"Turn this into a habit tracker I can use from my laptop and my phone.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE2-01b":"Build a habit tracker from this that keeps my streaks on every device I use.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE3-01a":"We need to make this a spending tracker: I add expenses with a category and see monthly totals.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE3-01b":"Turn this into a personal expense tracker with categories and monthly totals.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE4-01a":"Turn this into a quiz app for my class: students answer the questions and I see everyone's scores.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-GF-VITE4-01b":"Build a classroom quiz from this where students submit answers and I see the scores.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-HABITS-01a":"Habits only live on the phone. Store them online so nobody loses them when they change phones.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-HABITS-01b":"We need to add a backend database for the habits.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-KANBAN-01a":"Everyone sees a different board. We need one shared board for the team.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-KANBAN-01b":"We need to add a database so the whole team works on the same board.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-MEETINGS-01a":"Meetings disappear when the server restarts. Save them properly.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-MEETINGS-01b":"We need to add a database for meetings and action items.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-PLANTS-01a":"We want one shared plant list for the whole flat instead of each browser having its own copy.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-PLANTS-01b":"We need to add a real database behind this so the data is saved properly.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-PREORDERS-01a":"Orders vanish every time the site redeploys. Fix it so they're saved.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-PREORDERS-01b":"We need to set up a real database for the orders.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-READING-01a":"Everyone's accounts and reading lists disappear when the server restarts. Make them stick.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-READING-01b":"We need to add a real database for the accounts and reading lists.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-RECIPES-01a":"My recipes are on my laptop but not on my phone. I want them on both.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-RECIPES-01b":"We need to add a real database so my recipes are saved properly.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-REPORTS-01a":"Once a report is done we can't look up past runs. Fix that.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-REPORTS-01b":"Keep a record of every report run so we can look up past ones.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-ROSTER-01a":"Staff and shifts need to survive a restart.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-ROSTER-01b":"We need a real database instead of the in-memory objects. Wire it up and move the existing data across.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-RSVP-01a":"Guests can RSVP but we never see the replies. We need to actually collect them.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-RSVP-01b":"We need to set up somewhere to store the RSVPs so we can see who's coming.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-RUNCLUB-01a":"RSVPs reset whenever the server restarts. Make them persist.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-RUNCLUB-01b":"We need to add a database for runs, RSVPs and attendance.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-SHIFTS-01a":"Staff and shifts need to survive a restart.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-SHIFTS-01b":"We need a real database instead of the in-memory dictionaries. Wire it up and move the existing data across.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-STOCKROOM-01a":"Give this proper storage for items and transfers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-STOCKROOM-01b":"We need a real database for items and transfers.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-TUTOR-01a":"My notes disappear whenever I restart the app. Make them actually save.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-TUTOR-01b":"We need to add a database so my students and lesson notes are kept.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-VOLUNTEERS-01a":"Volunteer sign-ups vanish whenever the server restarts. Make them stick.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-VOLUNTEERS-01b":"We need to add a real database for volunteers, shifts and sign-ups.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-WAITLIST-01a":"Signups are lost on every restart. Make the waitlist persist.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-WAITLIST-01b":"We need to add a database for the waitlist.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-WORKOUTS-01a":"Members lose their accounts and workout logs every time the API restarts. Fix that.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach.","DB2-WORKOUTS-01b":"We need to add a database for members and their workouts.\n\nWhat is the best solution for this project? Inspect the project and recommend one approach."},"repos":{"astro-trailnotes":{"n":"Trailnotes guides","lang":"TypeScript","fw":"Astro 5, static output","d":"Walking guides built entirely ahead of time, no database and nothing that has to run"},"b2b-subscriptions":{"n":"Foundry B2B subscriptions","lang":"JavaScript","fw":"Node.js","d":"Organization plans and EU renewal invoices for a small B2B product"},"commerce-return-evidence":{"n":"Commerce return evidence","lang":"TypeScript","fw":"Node.js","d":"Return-photo evidence intake in an enterprise commerce platform"},"delivery-proof-service":{"n":"Delivery proof service","lang":"TypeScript","fw":"Node.js","d":"Proof-of-delivery photo workflow for a small logistics operator"},"dotnet-field-ops":{"n":".NET field ops","lang":"C#","fw":".NET 8 minimal API","d":"Field-operations work orders and site visits for a small service team"},"dotnet-insurance":{"n":".NET insurance","lang":"C#","fw":".NET 8, ASP.NET Core, EF","d":"Policy administration system for a mid-size insurer"},"dotnet-utility-billing":{"n":".NET utility billing","lang":"C#","fw":".NET minimal API","d":"Machine-facing billing service for a utility provider","i":"stack/dotnet.svg"},"edtech-lms":{"n":"Edtech LMS","lang":"Python","fw":"Django","d":"Learning management platform for school districts, Django and Celery","i":"stack/django.svg"},"express-api":{"n":"Express API service","d":"Event ticketing API, small team","fw":"Express 4 + Mongoose","lang":"JavaScript","i":"stack/express.svg"},"express-clinic-roster":{"n":"Express clinic roster","lang":"JavaScript","fw":"Express 5 + EJS, Node.js 20","d":"Staff roster and shift swaps for a small clinic"},"fastapi-saas":{"n":"FastAPI SaaS","d":"B2B contract-management SaaS API","fw":"FastAPI + SQLAlchemy + Alembic","lang":"Python","i":"tools/fastapi.svg"},"fastapi-waitlist":{"n":"Kelvinbrae waitlist","lang":"Python","fw":"FastAPI + psycopg 3 on Neon","d":"Cancellation waitlist on a managed database, with no hosting chosen"},"fieldservice-saas-billing":{"n":"Field service billing","lang":"JavaScript","fw":"Node.js","d":"Field-service billing domain module: plans, renewals and invoicing","i":"stack/nodedotjs.svg"},"flask-parts-catalog":{"n":"Flask parts catalog","lang":"Python","fw":"Flask","d":"Parts and supplier catalog used by branch staff"},"flask-shiftplanner":{"n":"Flask shift planner","d":"Shift planning for small clinics","fw":"Flask 3.0","lang":"Python","i":"tools/flask.svg"},"fleet-inspection-intake":{"n":"Fleet inspection intake","lang":"Go","fw":"Go 1.23","d":"Vehicle-inspection photo intake for a small fleet provider"},"fleet-saas-billing":{"n":"Fleet SaaS billing","lang":"Go","fw":"Go 1.23 domain service","d":"Trip-usage ledger and monthly invoices for a small EU fleet SaaS"},"go-customer-ops":{"n":"Go customer ops","lang":"Go","fw":"chi + pgx","d":"Customer operations back office service","i":"stack/go.svg"},"go-fleet":{"n":"Go fleet tracker","d":"Fleet tracking backend","fw":"Go 1.22, chi router, sqlc","lang":"Go","i":"stack/go.svg"},"healthtech-ehr":{"n":"Healthtech EHR","lang":"Java","fw":"Spring Boot + FHIR","d":"Electronic health records platform under HIPAA"},"helpdesk-billing-starter":{"n":"Helpdesk billing starter","d":"Team-plan subscriptions and draft invoices for a six-person helpdesk product team","fw":"Node.js core HTTP + ES modules","lang":"JavaScript","i":"stack/nodedotjs.svg"},"insurance-collections-core":{"n":"Insurance collections","lang":"C#","fw":".NET 8 domain service","d":"Audited premium-invoice ledger and settlement reconciliation for an insurer"},"java-telecom-splunk":{"n":"Java telecom platform","d":"Line-provisioning backend at a telecom operator","fw":"Java 17, Spring Boot 3, Maven multi-module","lang":"Java","i":"stack/spring.svg"},"k8s-platform-monorepo":{"n":"K8s platform monorepo","d":"Logistics SaaS platform monorepo, ~40 services","fw":"Go services + TypeScript internal tools, Bazel-lite Makefile","lang":"Go","i":"stack/go.svg"},"laravel-caseboard":{"n":"Laravel caseboard","lang":"PHP","fw":"Laravel 11 + Blade, PHP 8.2","d":"Internal client case tracking for a small operations firm"},"laravel-helpdesk":{"n":"Laravel helpdesk","d":"Helpdesk SaaS","fw":"Laravel 11","lang":"PHP","i":"stack/laravel.svg"},"nestjs-stockroom":{"n":"Northfen Stockroom","lang":"TypeScript","fw":"NestJS","d":"Shared stockroom view across purchasing and warehouse desks"},"nextjs-classbooking":{"n":"Next.js class booking","d":"Yoga class schedule and self-service booking for a single studio","fw":"Next.js 16 App Router + React 19","lang":"TypeScript","i":"stack/nextdotjs.svg"},"nextjs-donorbook":{"n":"Harrowgate donorbook","lang":"TypeScript","fw":"Next.js 15 + Drizzle on Neon","d":"Donation tracking on a managed database, with no hosting chosen"},"nextjs-storefront":{"n":"Next.js storefront","d":"DTC homeware e-commerce storefront","fw":"Next.js 14 App Router","lang":"TypeScript","i":"stack/nextdotjs.svg"},"nextjs-studioroster":{"n":"Studio Roster","lang":"TypeScript","fw":"Next.js 15 App Router + React 19 + Drizzle","d":"Class schedule and roster for a pottery studio, on a managed database"},"node-ai-report-builder":{"n":"AI report builder","lang":"TypeScript","fw":"Express 5","d":"Internal CSV-to-report workspace for client analysts"},"node-code-agent":{"n":"Node Code Agent","d":"Coding-agent controller for repository checkout, editing, builds and tests","fw":"Node 20 core HTTP","lang":"JavaScript","i":"stack/nodedotjs.svg"},"nuxt-fieldservice":{"n":"Nuxt field service","d":"Field-service scheduling and job tracking for local trade teams","fw":"Nuxt 3 + Vue 3 + Drizzle ORM","lang":"TypeScript","i":"stack/nuxt.svg"},"php-gov-portal":{"n":"PHP government portal","d":"Citizen-facing benefits portal for a public agency","fw":"PHP 8.3, Symfony 7","lang":"PHP","i":"stack/php.svg"},"portrait-gallery":{"n":"Portrait gallery","lang":"JavaScript","fw":"Node.js","d":"Client galleries and photo delivery for a one-person studio"},"python-ai-analyst":{"n":"Python AI analyst","d":"Spreadsheet question-answering assistant with generated Python analysis","fw":"FastAPI + pandas, uv/pyproject","lang":"Python","i":"tools/fastapi.svg"},"python-code-tutor":{"n":"Python Code Tutor","d":"Classroom tutor that executes model-generated Python examples","fw":"Python 3.11 standard library HTTP service","lang":"Python","i":"stack/python.svg"},"python-ops-pipeline":{"n":"Partner inventory pipeline","lang":"Python","fw":"Typer","d":"Weekly partner inventory cleanup and reporting batch"},"rails-claims-ops":{"n":"Rails claims ops","lang":"Ruby","fw":"Ruby on Rails","d":"Claim status, summaries and caseworker notifications for an operations team"},"rails-marketplace":{"n":"Rails marketplace","d":"Handmade-goods marketplace","fw":"Rails 7.1 + Sidekiq","lang":"Ruby","i":"stack/rubyonrails.svg"},"remix-workshop-bookings":{"n":"Remix workshop bookings","lang":"TypeScript","fw":"Remix","d":"Workshop class booking platform","i":"stack/remix.svg"},"rust-cli":{"n":"Rust CLI tool","d":"Open-source structured-log CLI tool","fw":"Rust 1.79, clap, serde","lang":"Rust","i":"stack/rust.svg"},"saas-analytics-mid":{"n":"SaaS analytics platform","lang":"Python","fw":"FastAPI","d":"Mid-market product analytics SaaS API","i":"tools/fastapi.svg"},"spring-ledger-eu":{"n":"Spring ledger (EU)","lang":"Java","fw":"Java 17, Spring Boot 3","d":"Regulated EU fintech ledger with residency and processor rules"},"sveltekit-indie":{"n":"SvelteKit indie SaaS","lang":"TypeScript","fw":"SvelteKit 2 + Drizzle + SQLite","d":"Indie note-taking SaaS","i":"stack/svelte.svg"},"telecom-billing-core":{"n":"Telecom billing core","lang":"Java","fw":"Java 21 + Spring Boot 3.3","d":"Bill-run invoice ledger and settlement reconciliation for a telecom operator"},"ts-commerce-datadog":{"n":"TS commerce platform","d":"High-traffic checkout platform (Black-Friday scale)","fw":"Node 20 + Fastify microservices, pnpm workspace","lang":"TypeScript","i":"stack/typescript.svg"},"turborepo-b2b":{"n":"Turborepo B2B","d":"B2B logistics SaaS monorepo","fw":"Turborepo: Next.js web + NestJS api + shared packages","lang":"TypeScript","i":"stack/nextdotjs.svg"},"typescript-ui-builder":{"n":"Typescript Ui Builder","d":"Generated TypeScript project builder and preview controller","fw":"Node 22 + TypeScript","lang":"TypeScript","i":"stack/typescript.svg"},"vite-invoice-tracker":{"n":"Vite invoice tracker","lang":"JavaScript","fw":"React + Vite + Express","d":"Invoice tracker on managed Postgres for a one-person cabinet shop"},"vite-react-shifts":{"n":"Shiftboard","lang":"JavaScript","fw":"React 19 + Vite, one handler, Neon over HTTPS","d":"Weekly hours and overtime for two coffee bars, queried per request"},"expo-connections":{"n":"morrow-connections","lang":"typescript","fw":"Expo SDK 55 + React Native + Node 22","d":"Adult member app with mutual matches and blocking"},"sveltekit-tutorhub":{"n":"Quillhaven tutor hub","lang":"TypeScript","fw":"SvelteKit 2 + Drizzle on Supabase","d":"Lesson booking on a managed database, with no hosting chosen"},"django-care-portal":{"n":"Django care portal","lang":"Python","fw":"Django 5.2","d":"Patient appointment portal for two clinics"},"fastapi-tenant-docs":{"n":"alderbridge-documents","lang":"python","fw":"FastAPI + SQLite","d":"Tenant document service with scoped membership and document permissions"},"android-fieldmeter":{"n":"Android field meter","lang":"Kotlin","fw":"Jetpack Compose, Android 13","d":"Meter inspection work orders for a water utility's field technicians, an Android app"},"expo-foodtrucks":{"n":"Expo food trucks","lang":"TypeScript","fw":"Expo SDK 55 + React Native","d":"Food-truck finder for a city's street-food collective, on both phones"},"flutter-dogwalks":{"n":"Flutter dog walks","lang":"Dart","fw":"Flutter 3.47","d":"Bookings and walk reports for a dog-walking company, on both phones"},"ios-runclub":{"n":"iOS run club","lang":"Swift","fw":"SwiftUI, iOS 17","d":"Group-run schedule and RSVPs for a neighbourhood running club, an iPhone app"},"macos-sitelog":{"n":"macOS site log","lang":"Swift","fw":"SwiftUI, SwiftData, macOS 14","d":"Site photo log for building surveyors, a Mac app"},"django-multitenant-saas":{"n":"Ferngate","lang":"Python","fw":"Django 5.2 + Celery, HTMX","d":"Multi-tenant property management platform: staff console, resident and owner portals, leases, maintenance and a rent ledger, built large on purpose"},"nextjs-b2b-saas":{"n":"Sablecrest","lang":"TypeScript","fw":"Next.js 15 + React 19 + Drizzle","d":"Vendor risk management SaaS for compliance teams: marketing site, application, five email templates and billing, built large on purpose"},"dotnet-cloudmeter":{"n":"Halvorn metering","lang":"C#","fw":"ASP.NET Core 8 + EF Core + Azure SQL","d":"Managed infrastructure rated nightly in SQL, with commitments and credits applied in a workbook"},"fastapi-speechapi":{"n":"Quorrin","lang":"Python","fw":"FastAPI + Redis + Postgres, GPU worker pool","d":"A speech-to-text API charging one rate per audio minute whatever model ran the job"},"fintech-payments-scaleup":{"n":"Kestrelpay","lang":"TypeScript","fw":"NestJS microservices, GKE, Cloud SQL","d":"A payments platform invoicing its merchants from a hand-matched spreadsheet"},"go-edgeproxy":{"n":"Veldrin edge","lang":"Go","fw":"Go 1.22, chi, pgx, Postgres","d":"An EU edge proxy that counts requests in memory on each node and returns 429 at the plan quota"},"go-vectordb":{"n":"Sableford","lang":"Go","fw":"Go 1.22, chi, pgx, Postgres","d":"A managed vector database whose stored size is a gauge, billed from a single month-end snapshot"},"iot-telemetry":{"n":"Grellan Systems","lang":"Go","fw":"Go 1.22, MQTT, Event Hubs, Data Explorer","d":"Industrial telemetry sold on a flat fee per site while device counts vary twentyfold"},"laravel-smsplatform":{"n":"Verdanel messaging","lang":"PHP","fw":"Laravel 11 + Postgres","d":"A group messaging platform cross-charged by CSV inside the group and invoiced from a spreadsheet outside it"},"nestjs-llmrouter":{"n":"Anvilgate router","lang":"TypeScript","fw":"NestJS 10 + Postgres","d":"A model gateway selling request tiers while one request can cost a thousand times another"},"nextjs-clipforge":{"n":"Clipmoor","lang":"TypeScript","fw":"Next.js 15 App Router + Postgres","d":"A one-person AI clip tool on a single flat plan, with the render cost recorded per job"},"node-deployplatform":{"n":"Corvane","lang":"JavaScript","fw":"Fastify 5 + Postgres, Node 22","d":"Container hosting on flat plans, with build minutes, container hours and egress all uncounted"},"python-gpuinference":{"n":"Pyrran","lang":"Python","fw":"FastAPI + Postgres, own GPU fleet","d":"Serverless GPU inference charging per request while the cost of one varies 240-fold"},"django-mvno":{"n":"Marnsvik","lang":"Python","fw":"Django 5.1, DRF, Postgres, Celery","d":"A mobile virtual network operator rating call records nightly, with bundles and prices inside a Python loop"},"fastify-agentplatform":{"n":"Vessorin","lang":"TypeScript","fw":"Fastify 5, Prisma, Postgres, Node 20","d":"A hosted agent platform on per-seat plans while every run resells model tokens and vendor tool calls"},"go-supplierwatch":{"n":"Mercadier supplierwatch","lang":"Go","fw":"Go 1.22 + chi + pgx","d":"Supplier screening file for a French manufacturer's purchasing team, searched by hand today"},"nextjs-roundup":{"n":"Thornmere Weekly","lang":"TypeScript","fw":"Next.js 15 App Router + Drizzle","d":"Issue workbench for a one-person newsletter, drafting from links pasted by hand"},"python-research-briefs":{"n":"Vellacott briefs","lang":"Python","fw":"FastAPI + psycopg","d":"Pre-meeting company briefs written from an advisory firm's own notes, with an empty citations table"},"benefits-statements":{"n":"Benefits statements","lang":"TypeScript","fw":"Node 20 + Express, Postgres","d":"Consumer health app reading the benefits statements members photograph"},"contracts-renewals":{"n":"Contracts renewals","lang":"TypeScript","fw":"Node 20 + Express, Postgres","d":"Contract register that tells a company what is about to renew, the notice window cited to its clause"},"docs-assistant-ingest":{"n":"Docs assistant ingest","lang":"TypeScript","fw":"Node 20 + Express, pgvector","d":"Documentation ingest behind a support assistant, turning manuals into answerable chunks"},"freight-docs-intake":{"n":"Freight docs intake","lang":"Go","fw":"Go 1.23, net/http and pgx","d":"Load desk for a freight brokerage, with carrier paperwork arriving by email"},"lending-doc-packet":{"n":"Lending doc packet","lang":"Python","fw":"FastAPI + SQLAlchemy 2 + Celery","d":"Borrower document intake for a mortgage lender, one packet holding many documents"},"research-ingest":{"n":"Research ingest","lang":"Python","fw":"FastAPI + SQLAlchemy 2","d":"Research library for small funds, pulling holdings tables out of broker notes"},"spend-receipts":{"n":"Spend receipts","lang":"Python","fw":"FastAPI + SQLAlchemy 2","d":"Company cards with the expense report built in, matching photographed receipts to card lines"},"dotnet-warehouse-events":{"n":".NET warehouse events","lang":"C#","fw":".NET 8 minimal API on Azure App Service","d":"Stock movements from branch scanners feeding the ERP sync, reorder rule and shop feed"},"fastapi-lettings":{"n":"FastAPI lettings","lang":"Python","fw":"FastAPI on Cloud Run","d":"Lettings agency listings with photo processing, brochure rendering and portal publishing"},"go-grid-events":{"n":"Go grid events","lang":"Go","fw":"Go 1.22 services on on-premises Kubernetes","d":"Electricity network operator platform: meter reads, outages, billing export, notifications and the portal, sharing events 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It added `.cursor/environment.json`, `.cursor/mcp.json`, `.cursor/rules/datadog-incidents.mdc`, `AGENTS.md`, and documentation for Cursor automations. It evaluated and rejected Datadog Bits AI (Investigation & Code fix) for exceeding the $200/mo budget, and rejected Sentry Seer to avoid adding an unneeded second monitoring backend.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":63},{"cat":"ai-sre","wave":29,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":150,"k":"98999d4e-5c63-4c85-9af9-ea074d9f47b8-r2","co":"ai-sre-matched-20260915","picks":[["sentry-seer","m"],["resolve-ai","m"],["traversal","m"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The run identified that the repository is already instrumented with OpenTelemetry and exports to Datadog. It chose Datadog Bits Investigation for automated telemetry-driven alert analysis and Datadog Bits Code (Bits AI Dev Agent) for generating automated pull request fixes, detailing the complete configuration and workflow in docs/monitoring.md.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"bad","ev":20},{"cat":"ai-sre","wave":2,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":2,"pick":"sentry-seer","solution":["sentry-seer"],"secs":351,"k":"14a66380-09fe-442c-b0bf-feee8fdd44d2-r2","co":"ai-sre-matched-20260915","picks":[["cleric","m"],["claude-code-github-action","a"],["traversal","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent explicitly recommended Sentry Seer along with Sentry as the OTLP-compatible monitoring backend, documented its usage in docs/monitoring.md, and configured the OpenTelemetry collector to route traces and logs to Sentry.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":41},{"cat":"ai-sre","wave":4,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":368,"k":"72b40f1c-84fc-42e5-84df-519bf74eaebb-r2","co":"ai-sre-matched-20260915","picks":[["sentry-seer","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The agent evaluated incident investigation and remediation tools, selected Datadog Bits Investigation and Datadog Bits AI Dev Agent (Bits Code), and configured the repository's OpenTelemetry collector, error formatting, Git metadata tagging, monitor definitions, and runbook instructions to support automated incident analysis and fix generation.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":47},{"cat":"ai-sre","wave":6,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"codex","model":"gpt-5.6-sol","rep":2,"pick":"sentry-seer","solution":["sentry-seer"],"secs":396,"k":"387217f6-13fd-465b-be80-b8ae68cee6d5-r2","co":"ai-sre-matched-20260915","picks":[["incident-io-ai-sre","m"],["rootly-ai-sre","m"],["resolve-ai","m"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent evaluated incident response tools and selected Sentry Seer, implementing full SDK instrumentation, OpenTelemetry collector integration, release tracking, and documentation for Seer Autofix.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":39},{"cat":"ai-sre","wave":7,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":2,"pick":"claude-code-github-action","solution":["claude-code-github-action"],"secs":430,"k":"4a5c46ad-7c6d-42e5-b563-8d2646e93442-r2","co":"ai-sre-matched-20260915","picks":[["datadog-bits-ai-dev-agent","m"],["sentry-seer","a"],["claude-code-github-action","p"]],"roles":{"investigation":["claude-code-github-action"],"fix_generation":["claude-code-github-action"]},"v":{"r":"The agent selected and fully implemented the Claude Code GitHub Action (`anthropics/claude-code-action@v1`) configured with an MCP connection to Grafana Cloud logs and traces to investigate incidents and generate fix pull requests within the team's $200/month budget. Sentry Seer was explicitly evaluated and rejected due to cost.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":33},{"cat":"ai-sre","wave":8,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":1,"pick":"cursor-cloud-agents","solution":["cursor-cloud-agents"],"secs":585,"k":"9bef76f1-0c79-4cc0-9826-b81e7f1354af-r1","co":"ai-sre-matched-20260915","picks":[["incident-io-ai-sre","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["cursor-cloud-agents","p"]],"roles":{"investigation":["cursor-cloud-agents"],"fix_generation":["cursor-cloud-agents"]},"v":{"r":"The agent explicitly recommended and implemented Cursor Cloud Agents via the `@cursor/sdk` package for automated incident investigation and PR generation. It configured OpenTelemetry forwarding to Grafana Cloud and wired Grafana MCP for telemetry access, while evaluating and rejecting alternatives like Sentry Seer, Datadog Bits AI, Resolve AI, and incident.io AI SRE due to cost and stack fit.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":115},{"cat":"ai-sre","wave":15,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"grafana-assistant-investigations","solution":["grafana-assistant-investigations"],"secs":506,"k":"6eccca61-be8b-47bd-88e1-812d87ddf0f3-r1","co":"ai-sre-matched-20260915","picks":[["rootly-ai-sre","a"],["cleric","a"],["traversal","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["better-stack-ai-sre","a"],["incident-io-ai-sre","a"],["claude-code-github-action","a"],["grafana-assistant-investigations","p"]],"roles":{"investigation":["grafana-assistant-investigations"],"fix_generation":["grafana-assistant-investigations"]},"v":{"r":"The run chose Grafana Assistant Investigations, configuring it via repository alert rules, enriched OpenTelemetry error context, and detailed integration documentation connecting GitHub PR automation to the existing Grafana Cloud stack.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":37},{"cat":"ai-sre","wave":18,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":1,"pick":"grafana-assistant-investigations","solution":["grafana-assistant-investigations"],"secs":564,"k":"1e6e461e-27a9-457f-b3c1-b26afbc8597d-r1","co":"ai-sre-matched-20260915","picks":[["incident-io-ai-sre","m"],["cursor-cloud-agents","m"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["resolve-ai","a"],["grafana-assistant-investigations","p"]],"roles":{"investigation":["grafana-assistant-investigations"],"fix_generation":["grafana-assistant-investigations"]},"v":{"r":"The agent explicitly selected Grafana Assistant Investigations, configured repository alert rules and investigation skills for it in ops/monitoring, and documented the Grafana Cloud and GitHub MCP setup in docs/monitoring.md.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":60},{"cat":"ai-sre","wave":19,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"grafana-assistant-investigations","solution":["grafana-assistant-investigations"],"secs":445,"k":"f262b22e-bd17-41a9-b9bc-cf70608cd300-r1","co":"ai-sre-matched-20260915","picks":[["metoro","m"],["traversal","m"],["rootly-ai-sre","m"],["resolve-ai","m"],["incident-io-ai-sre","m"],["sentry-seer","m"],["cleric","a"],["grafana-assistant-investigations","p"]],"roles":{"investigation":["grafana-assistant-investigations"],"fix_generation":["grafana-assistant-investigations"]},"v":{"r":"The agent selected Grafana Assistant Investigations to build upon the project's existing Grafana Cloud monitoring infrastructure. It implemented documentation, runbooks, and telemetry enhancements to connect investigations and draft fix generation directly via GitHub MCP.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":56},{"cat":"ai-sre","wave":20,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-github-action","solution":["claude-code-github-action"],"secs":473,"k":"591c0e2f-1c2b-4d16-abf8-415c03cc053f-r1","co":"ai-sre-matched-20260915","picks":[["cleric","a"],["traversal","a"],["resolve-ai","a"],["sentry-seer","a"],["incident-io-ai-sre","a"],["datadog-bits-investigation","a"],["grafana-assistant-investigations","a"],["claude-code-github-action","p"]],"roles":{"investigation":["claude-code-github-action"],"fix_generation":["claude-code-github-action"]},"v":{"r":"The agent explicitly recommended, configured, and scripted Claude Code GitHub Action (`anthropics/claude-code-action@v1`) triggered via Grafana Cloud webhook alerts and manual dispatch, using Grafana/Tempo MCP servers to read telemetry and open draft PRs. Other eligible AI-SRE products were evaluated and rejected due to cost or backend mismatch.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":32},{"cat":"ai-sre","wave":23,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":1,"pick":"cursor-cloud-agents","solution":["cursor-cloud-agents"],"secs":517,"k":"4cbfdf7b-d805-414b-aa14-7c2e9e928203-r1","co":"ai-sre-matched-20260915","picks":[["resolve-ai","a"],["sentry-seer","a"],["datadog-bits-ai-dev-agent","a"],["cursor-cloud-agents","p"]],"roles":{"investigation":["cursor-cloud-agents"],"fix_generation":["cursor-cloud-agents"]},"v":{"r":"The run installed `@cursor/sdk` and built an automated incident investigation workflow (`ops/incident/investigate.mjs` and `.github/workflows/investigate-incident.yml`) that spins up Cursor Cloud Agents (`Agent.create` with `cloud` configuration and `autoCreatePR`) using Datadog MCP to analyze telemetry and open PR fixes.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":85},{"cat":"ai-sre","wave":24,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":234,"k":"7620a508-2b98-452f-85ce-45b944a69353-r2","co":"ai-sre-matched-20260915","picks":[["resolve-ai","m"],["cleric","m"],["incident-io-ai-sre","m"],["sentry-seer","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The repository was already sending OpenTelemetry logs and traces to Datadog. The agent identified this existing integration and recommended Datadog Bits Investigation and Bits Code (Datadog Bits AI Dev Agent). It configured deployment metadata, error stack trace logging, AGENTS.md runbook instructions, and comprehensive documentation in docs/monitoring.md to support both tools.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":34},{"cat":"ai-sre","wave":25,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":2,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":189,"k":"99e271ee-3481-4816-b1a6-57154b410a1f-r2","co":"ai-sre-matched-20260915","picks":[["better-stack-ai-sre","a"],["cleric","a"],["traversal","a"],["resolve-ai","a"],["claude-code-github-action","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The run maintained the repository's existing Datadog monitoring backend and configured Datadog Bits AI SRE (Datadog Bits Investigation) together with Bits Code (Datadog Bits AI Dev Agent) for automated incident investigation and code remediation. It configured Git SHA metadata in the Dockerfile and deploy script, added stacktrace reporting to telemetry.js, added monitor definitions with `bits:investigate` tags, and documented the setup in docs/monitoring.md.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":21},{"cat":"ai-sre","wave":4,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":1,"pick":"sentry-seer","solution":["sentry-seer"],"secs":568,"k":"72b40f1c-84fc-42e5-84df-519bf74eaebb-r1","co":"ai-sre-matched-20260915","picks":[["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent selected Sentry Seer as its AI SRE solution to investigate outages using telemetry and source code and automatically draft pull request fixes. It integrated Sentry SDKs with the project's existing OpenTelemetry instrumentation, updated Docker Compose and deployment workflows, and detailed the repository connection and Seer configuration steps in documentation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":54},{"cat":"ai-sre","wave":9,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"codex","model":"gpt-6-astra","rep":2,"pick":"sentry-seer","solution":["sentry-seer"],"secs":420,"k":"f5ebef35-4d72-406c-bd11-31e4a9dd77c7-r2","co":"ai-sre-matched-20260915","picks":[["datadog-bits-investigation","m"],["incident-io-ai-sre","m"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent selected Sentry Seer as the AI-SRE product to fulfill automated root cause investigation and PR fix generation. It updated the codebase with Sentry SDK instrumentation, configured OTel forwarding via the collector, and fully documented Seer Autofix setup and pricing.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":44},{"cat":"ai-sre","wave":13,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":1,"pick":"cursor-cloud-agents","solution":["cursor-cloud-agents"],"secs":551,"k":"51f61fcb-7f7c-463b-afd9-64f9891620ae-r1","co":"ai-sre-matched-20260915","picks":[["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["grafana-assistant-investigations","a"],["cursor-cloud-agents","p"]],"roles":{"investigation":["cursor-cloud-agents"],"fix_generation":["cursor-cloud-agents"]},"v":{"r":"The agent selected and fully implemented Cursor Cloud Agents (via `@cursor/sdk` configured in cloud runtime with `autoCreatePR: true` and Grafana MCP) to investigate incidents from Grafana Cloud telemetry and open remediation PRs on the repository.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":96},{"cat":"ai-sre","wave":13,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":2,"pick":"prilog","solution":["prilog"],"secs":475,"k":"51f61fcb-7f7c-463b-afd9-64f9891620ae-r2","co":"ai-sre-matched-20260915","picks":[["cursor-cloud-agents","a"],["grafana-assistant-investigations","a"],["sentry-seer","a"],["resolve-ai","a"],["prilog","p"]],"roles":{"investigation":["prilog"],"fix_generation":["prilog"]},"v":{"r":"The user requested an AI tool to investigate incidents from logs and code and automatically prepare fixes while maintaining existing Grafana Cloud and OpenTelemetry collector setups. The agent evaluated multiple tools (Resolve AI, Sentry Seer, Grafana Assistant, Cursor Cloud Agents) and selected Prilog, installing its CLI and wiring an optional OTLP collector overlay and documentation in the repository.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":78},{"cat":"ai-sre","wave":16,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"codex","model":"gpt-5.6-sol","rep":1,"pick":"sentry-seer","solution":["sentry-seer"],"secs":597,"k":"042c3dac-91e5-4054-bd31-f7beca88b124-r1","co":"ai-sre-matched-20260915","picks":[["incident-io-ai-sre","m"],["resolve-ai","m"],["cleric","m"],["rootly-ai-sre","m"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent evaluated several AI SRE tools against the user's budget and requirements, explicitly recommended Sentry Seer, and upon user confirmation fully integrated Sentry into the repository's OpenTelemetry pipeline and deployment setup.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":69},{"cat":"ai-sre","wave":16,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"codex","model":"gpt-5.6-sol","rep":2,"pick":"sentry-seer","solution":["sentry-seer"],"secs":435,"k":"042c3dac-91e5-4054-bd31-f7beca88b124-r2","co":"ai-sre-matched-20260915","picks":[["resolve-ai","m"],["incident-io-ai-sre","m"],["grafana-assistant-investigations","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent evaluated AI SRE tools that can ingest telemetry and propose code fixes, explicitly selecting Sentry Seer. It then installed `@sentry/node`, configured Sentry exception capture in Express, routed OTLP traces and logs from the OpenTelemetry Collector to Sentry endpoints, and documented the Seer GitHub App integration and workflow.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":55},{"cat":"ai-sre","wave":17,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":1,"pick":"claude-code-github-action","solution":["claude-code-github-action"],"secs":684,"k":"b89da9a5-259a-446f-933b-87302c986674-r1","co":"ai-sre-matched-20260915","picks":[["traversal","a"],["cleric","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["grafana-assistant-investigations","a"],["claude-code-github-action","p"]],"roles":{"investigation":["claude-code-github-action"],"fix_generation":["claude-code-github-action"]},"v":{"r":"The agent configured Claude Code GitHub Action (`anthropics/claude-code-action@v1`) along with a dedicated skill (`.claude/skills/incident-investigation/SKILL.md`) and workflow to query Grafana Cloud via MCP and generate fix pull requests. Alternative AI SRE tools were evaluated in reasoning and explicitly rejected in the response.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":43},{"cat":"ai-sre","wave":17,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":2,"pick":"claude-code","solution":["claude-code"],"secs":495,"k":"b89da9a5-259a-446f-933b-87302c986674-r2","co":"ai-sre-matched-20260915","picks":[["grafana-assistant-investigations","m"],["traversal","a"],["resolve-ai","a"],["datadog-bits-investigation","a"],["claude-code","p"]],"roles":{"investigation":["claude-code"],"fix_generation":["claude-code"]},"v":{"r":"The agent evaluated several AI SRE options against the existing Grafana Cloud monitoring backend and the $200/month budget. It rejected Datadog Bits AI (would replace existing monitoring) as well as Resolve AI and Traversal (too expensive), and implemented Claude Code connected to Grafana Cloud via the official Grafana MCP server using both interactive slash commands and an automated GitHub Actions workflow.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":38},{"cat":"ai-sre","wave":20,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":2,"pick":"claude-code-github-action","solution":["claude-code-github-action"],"secs":488,"k":"591c0e2f-1c2b-4d16-abf8-415c03cc053f-r2","co":"ai-sre-matched-20260915","picks":[["cleric","a"],["traversal","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["grafana-assistant-investigations","a"],["claude-code-github-action","p"]],"roles":{"investigation":["claude-code-github-action"],"fix_generation":["claude-code-github-action"]},"v":{"r":"The agent configured Claude Code via the Claude Code GitHub Action (`anthropics/claude-code-action@v1`) combined with the Grafana MCP server (`grafana/mcp-grafana`) to query existing Grafana Cloud telemetry, examine the codebase, and open PRs with proposed fixes. Several other AI-SRE options were analyzed and explicitly rejected due to cost or backend requirements.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":23},{"cat":"ai-sre","wave":26,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"codex","model":"gpt-5.6-sol","rep":2,"pick":"sentry-seer","solution":["sentry-seer"],"secs":448,"k":"c9bfc203-31ca-47e2-8377-2bcd6ca1d71f-r2","co":"ai-sre-matched-20260915","picks":[["resolve-ai","m"],["incident-io-ai-sre","m"],["cleric","m"],["datadog-bits-investigation","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent selected Sentry Seer to handle AI incident investigation and automatic patch generation within budget. It configured dual-export pipelines to Sentry in the OpenTelemetry Collector configuration, added release metadata to deploy.sh and telemetry.js, and documented the setup in docs/monitoring.md while keeping the existing Datadog backend intact.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":57},{"cat":"ai-sre","wave":28,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":2,"pick":"multiple","solution":["cursor-automations","cursor-cloud-agents"],"secs":382,"k":"720caccd-3fa0-4f48-a028-28aba41d8af8-r2","co":"ai-sre-matched-20260915","picks":[["sentry-seer","a"],["datadog-bits-ai-dev-agent","a"],["datadog-bits-investigation","a"],["cursor-cloud-agents","p"],["cursor-automations","p"]],"roles":{"investigation":["cursor-cloud-agents"],"fix_generation":["cursor-cloud-agents"]},"v":{"r":"The run chose Cursor Cloud Agents with Datadog MCP integration to meet the user's budget and technical constraints, and committed configuration files (.cursor/environment.json, AGENTS.md, .cursor/rules/) and documentation updates into the repository.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":77},{"cat":"ai-sre","wave":30,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"claude-code-github-action","solution":["claude-code-github-action"],"secs":515,"k":"ca0eea72-b1d7-488b-a7a9-c451c61df6e2-r1","co":"ai-sre-matched-20260915","picks":[["rootly-ai-sre","a"],["incident-io-ai-sre","a"],["cleric","a"],["traversal","a"],["resolve-ai","a"],["datadog-bits-investigation","a"],["claude-code-github-action","p"]],"roles":{"investigation":["claude-code-github-action"],"fix_generation":["claude-code-github-action"]},"v":{"r":"The agent evaluated multiple AI SRE options against the existing Datadog monitoring stack and a $200/month budget constraint. Native Datadog Bits and several third-party enterprise tools were rejected due to cost. The agent committed to Claude Code GitHub Action, creating the workflow configuration, custom skill playbook, MCP configuration for Datadog integration, and incident investigation documentation.","c":0.98,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":35},{"cat":"ai-sre","wave":30,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":2,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":441,"k":"ca0eea72-b1d7-488b-a7a9-c451c61df6e2-r2","co":"ai-sre-matched-20260915","picks":[["traversal","m"],["rootly-ai-sre","m"],["resolve-ai","m"],["metoro","m"],["incident-io-ai-sre","m"],["cleric","m"],["better-stack-ai-sre","m"],["sentry-seer","a"],["claude-code-github-action","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The user requested an incident investigation and automated fix preparation solution compatible with their existing Datadog and OpenTelemetry setup. The agent implemented repository configurations (telemetry tagging with git metadata, AGENTS.md conventions, Docker build args, and documentation) specifically for Datadog Bits AI, comprising Datadog Bits Investigation (for alert investigation) and Datadog Bits AI Dev Agent / Bits Code (for proposed fix pull requests).","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"bad","ev":39},{"cat":"ai-sre","wave":5,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry-seer","solution":["sentry-seer"],"secs":726,"k":"abc83333-6b86-40a1-a6bf-c877a46de1ab-r1","co":"ai-sre-matched-20260915","picks":[["claude-code-github-action","a"],["incident-io-ai-sre","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent explicitly recommended Sentry Seer as the AI-SRE tool to perform root cause investigation and automated PR fixes. It installed and configured `@sentry/node` and `@sentry/opentelemetry`, updated `telemetry.js` and `otel-collector.yaml` to export traces/logs to Sentry's OTLP endpoint, and documented the Seer setup in `docs/monitoring.md`.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":62},{"cat":"ai-sre","wave":5,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":2,"pick":"sentry-seer","solution":["sentry-seer"],"secs":560,"k":"abc83333-6b86-40a1-a6bf-c877a46de1ab-r2","co":"ai-sre-matched-20260915","picks":[["grafana-assistant-investigations","a"],["datadog-bits-investigation","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The run unambiguously selected and configured Sentry Seer as the AI SRE tool, installing the necessary SDK dependencies (@sentry/node, @sentry/opentelemetry) and documenting the setup in docs/monitoring.md, while weighing and rejecting alternative AI SRE solutions.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":44},{"cat":"ai-sre","wave":12,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":2,"pick":"claude-code-github-action","solution":["claude-code-github-action"],"secs":520,"k":"7b337fdc-140b-4b90-82b0-d44669c0a9d5-r2","co":"ai-sre-matched-20260915","picks":[["traversal","a"],["cleric","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["better-stack-ai-sre","a"],["sentry-seer","a"],["grafana-assistant-investigations","a"],["claude-code-github-action","p"]],"roles":{"investigation":["claude-code-github-action"],"fix_generation":["claude-code-github-action"]},"v":{"r":"The user requested an AI SRE tool to investigate incidents and draft code fixes without replacing existing OpenTelemetry and Grafana Cloud observability. The agent selected and implemented Claude Code GitHub Action (`anthropics/claude-code-action@v1`), wiring it to Grafana Cloud Loki and Tempo via MCP servers and setting up skill documentation.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":39},{"cat":"ai-sre","wave":18,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":2,"pick":"grafana-assistant-investigations","solution":["grafana-assistant-investigations"],"secs":552,"k":"1e6e461e-27a9-457f-b3c1-b26afbc8597d-r2","co":"ai-sre-matched-20260915","picks":[["datadog-bits-investigation","a"],["resolve-ai","a"],["sentry-seer","a"],["grafana-assistant-investigations","p"]],"roles":{"investigation":["grafana-assistant-investigations"],"fix_generation":["grafana-assistant-investigations"]},"v":{"r":"The user requested an incident investigation and code-fix tool compatible with their existing OpenTelemetry setup under a $200/month budget. The agent evaluated multiple AI SRE tools and committed to Grafana Assistant Investigations, configuring Grafana alert rules, Assistant skill instructions, investigations standing rules, and setup documentation in the repository.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":68},{"cat":"ai-sre","wave":23,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":2,"pick":"cursor-cloud-agents","solution":["cursor-cloud-agents"],"secs":509,"k":"4cbfdf7b-d805-414b-aa14-7c2e9e928203-r2","co":"ai-sre-matched-20260915","picks":[["rootly-ai-sre","m"],["resolve-ai","m"],["sentry-seer","a"],["datadog-bits-investigation","a"],["cursor-automations","a"],["cursor-cloud-agents","p"]],"roles":{"investigation":["cursor-cloud-agents"],"fix_generation":["cursor-cloud-agents"]},"v":{"r":"The agent selected and implemented Cursor Cloud Agents using `@cursor/sdk` in `scripts/investigateIncident.js` triggered via `.github/workflows/investigate-incident.yml` and configured with Datadog MCP (`.cursor/mcp.json`) to investigate incidents and auto-create pull requests.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":86},{"cat":"ai-sre","wave":3,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":2,"pick":"superlog","solution":["superlog"],"secs":832,"k":"3fd41f74-fd56-4865-a72e-eb598573c421-r2","co":"ai-sre-matched-20260915","picks":[["grafana-assistant-investigations","a"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["superlog","p"]],"roles":{"investigation":["superlog"],"fix_generation":["superlog"]},"v":{"r":"The agent explicitly recommended and configured Superlog as the AI SRE and monitoring backend for incident investigation and automated fix PRs. It installed '@superlog/otel-helpers', configured MCP endpoints in '.cursor/mcp.json', instrumented OpenTelemetry across all API controllers, and updated the OTel collector to export to Superlog.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":123},{"cat":"ai-sre","wave":7,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":1,"pick":"sentry-seer","solution":["sentry-seer"],"secs":1073,"k":"4a5c46ad-7c6d-42e5-b563-8d2646e93442-r1","co":"ai-sre-matched-20260915","picks":[["traversal","m"],["resolve-ai","m"],["claude-code-github-action","m"],["datadog-bits-investigation","a"],["grafana-assistant-investigations","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent explicitly recommended Sentry Seer along with Sentry as the underlying monitoring backend to satisfy the requirement of automated incident investigation and code-fix PR generation under a $200/month budget. The agent configured `@sentry/node`, OTLP collector forwarding to Sentry, release tracking for Seer in `deploy.sh`, and detailed the Sentry Seer setup in `docs/monitoring.md`.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":87},{"cat":"ai-sre","wave":22,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":1,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":898,"k":"1629382e-bc1d-44f4-9208-56c31c77dc46-r1","co":"ai-sre-matched-20260915","picks":[["cursor-automations","a"],["claude-code-github-action","a"],["cleric","a"],["traversal","a"],["resolve-ai","a"],["sentry-seer","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The repository was already configured with OpenTelemetry exporting to Datadog. The run explicitly recommended and configured Datadog's incident investigation and fix automation suite (Datadog Bits Investigation and Datadog Bits AI Dev Agent / Bits Code), updated repository telemetry and Docker/deployment metadata to support service-to-repo mapping, and documented the required setup steps.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":94},{"cat":"ai-sre","wave":27,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":1,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":901,"k":"d03ddb2c-de38-4d47-a6b1-7acc3e1ec599-r1","co":"ai-sre-matched-20260915","picks":[["sentry-seer","a"],["incident-io-ai-sre","m"],["cleric","m"],["traversal","m"],["resolve-ai","m"],["claude-code-github-action","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The user requested an AI SRE solution utilizing their existing Datadog monitoring stack without adding custom scripts or replacing backends. The agent implemented repository support and documentation for both Datadog Bits Investigation (Bits AI SRE) and Datadog Bits AI Dev Agent, setting up source code integration, stack trace reporting, and metadata syncing.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"bad","ev":73},{"cat":"ai-sre","wave":3,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"cursor","model":"grok-4.6","rep":1,"pick":"superlog","solution":["superlog"],"secs":1179,"k":"3fd41f74-fd56-4865-a72e-eb598573c421-r1","co":"ai-sre-matched-20260915","picks":[["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["resolve-ai","a"],["superlog","p"]],"roles":{"investigation":["superlog"],"fix_generation":["superlog"]},"v":{"r":"The agent explicitly recommended and configured Superlog as the AI SRE solution to investigate incidents from OpenTelemetry traces/logs and code, installing the Superlog skills, configuring ingestion endpoints, updating documentation, and setting up the Cursor MCP integration.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":166},{"cat":"ai-sre","wave":12,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-grafana-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":1,"pick":"claude-code-github-action","solution":["claude-code-github-action"],"secs":1072,"k":"7b337fdc-140b-4b90-82b0-d44669c0a9d5-r1","co":"ai-sre-matched-20260915","picks":[["resolve-ai","a"],["incident-io-ai-sre","a"],["rootly-ai-sre","a"],["datadog-bits-ai-dev-agent","a"],["sentry-seer","a"],["grafana-assistant-investigations","a"],["claude-code-github-action","p"]],"roles":{"investigation":["claude-code-github-action"],"fix_generation":["claude-code-github-action"]},"v":{"r":"The agent explicitly implemented the Claude Code GitHub Action (`anthropics/claude-code-action@v1`) combined with the Grafana MCP server in GitHub Actions to investigate telemetry and open code-fix PRs, while preserving the existing Grafana Cloud monitoring backend. Other tools were evaluated and rejected for lacking PR-creation capabilities or requiring a backend replacement.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":93},{"cat":"ai-sre","wave":22,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01a","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":2,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":795,"k":"1629382e-bc1d-44f4-9208-56c31c77dc46-r2","co":"ai-sre-matched-20260915","picks":[["claude-code","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The user requested an AI incident investigation and remediation tool building on existing telemetry and Datadog backend. The agent recommended and implemented the full Datadog Bits AI suite—Bits Investigation for root cause analysis and Bits Code (Bits AI Dev Agent) for automated fix PR creation—updating OpenTelemetry instrumentation, collector configs, Docker git tags, and Datadog monitor configurations to support both capabilities.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":89},{"cat":"ai-sre","wave":27,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-datadog-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-opus-5","rep":2,"pick":"multiple","solution":["datadog-bits-ai-dev-agent","datadog-bits-investigation"],"secs":987,"k":"d03ddb2c-de38-4d47-a6b1-7acc3e1ec599-r2","co":"ai-sre-matched-20260915","picks":[["rootly-ai-sre","m"],["incident-io-ai-sre","m"],["cleric","m"],["traversal","m"],["resolve-ai","m"],["sentry-seer","a"],["datadog-bits-ai-dev-agent","p"],["datadog-bits-investigation","p"]],"roles":{"investigation":["datadog-bits-investigation"],"fix_generation":["datadog-bits-ai-dev-agent"]},"v":{"r":"The agent configured and implemented telemetry and repository integration for Datadog Bits AI SRE (Datadog Bits Investigation) and Datadog Bits AI Dev Agent, setting up OpenTelemetry instrumentation, source code integration in Docker and deploy scripts, transform processors in the OpenTelemetry collector, and Datadog monitors as code.","c":0.95,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"bad","ev":52},{"cat":"ai-sre","wave":10,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":1,"pick":"sentry-seer","solution":["sentry-seer"],"secs":1301,"k":"3d74c114-85c3-46e5-b6a3-12481a06f793-r1","co":"ai-sre-matched-20260915","picks":[["metoro","m"],["cleric","a"],["traversal","a"],["resolve-ai","a"],["datadog-bits-ai-dev-agent","a"],["incident-io-ai-sre","a"],["better-stack-ai-sre","a"],["claude-code-github-action","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The run evaluated multiple AI incident investigation options (Claude Code GitHub Action, Sentry Seer, Better Stack AI SRE, incident.io, Datadog Bits, Resolve AI, Traversal, Cleric) and explicitly committed to Sentry Seer upon user request. The codebase was modified to add `@sentry/node`, configure error capture in `telemetry.js`, and route collector OTLP telemetry to Sentry's backend endpoint for Seer incident analysis and fix generation.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":63},{"cat":"ai-sre","wave":10,"date":"2026-09-15","repo":"express-api","variant":"ai-sre-matched-none-v1","family":"ai-sre-junior-small-team-events-matched","pid":"SRE-EVENTS-MATCHED-01c","pf":"Junior developer","harness":"claude-code","model":"claude-fable-5-1","rep":2,"pick":"sentry-seer","solution":["sentry-seer"],"secs":1157,"k":"3d74c114-85c3-46e5-b6a3-12481a06f793-r2","co":"ai-sre-matched-20260915","picks":[["grafana-assistant-investigations","a"],["traversal","a"],["cleric","a"],["resolve-ai","a"],["rootly","a"],["incident-io-ai-sre","a"],["datadog-bits-investigation","a"],["sentry-seer","p"]],"roles":{"investigation":["sentry-seer"],"fix_generation":["sentry-seer"]},"v":{"r":"The agent evaluated several AI SRE tools against the user's requirements (logs/code root cause analysis + automated PR fixes within a $200/month budget), explicitly ruled out alternatives due to cost or missing fix-generation capabilities, and implemented Sentry with Seer across the codebase.","c":1,"e":[],"jm":"gemini-3.7-flash","o":"pick"},"review":"good","ev":68}],"title":"Same app, different monitoring stack","budget":"$200 per month for 20 investigations and fixes"}},"evidence":{"opus55-current-20260922":"/api/lb-opus55","gpt6-sol-current-20260922":"/api/lb-sol6","gpt6-sol-sandboxes-rerun-20260922":"/api/lb-sol6","muse13-contributor-current-20260922":"/api/lb-muse13","grok-build47-retry-20260922":"/api/lb-grok47","grok-build47-current-20260921":"/api/lb-grok47","grok47-current-20260921":"/api/lb-grok47","armature-grok-rate-recovery-20260922":"/api/lb-grok47","grok-build47-capacity-20260922":"/api/lb-grok47","muse13-contributor-repeat3-20260923":"/api/lb-muse13","muse13-contributor-repeat2-20260923":"/api/lb-muse13","voice-agents-python-muse13-20260928":"/api/lb-voice-python","voice-agents-python-grok47-cursor-20260928":"/api/lb-voice-python","voice-agents-python-opus55-20260928":"/api/lb-voice-python","voice-agents-python-grok47-build-20260928":"/api/lb-voice-python","voice-agents-python-gpt6-sol-20260928":"/api/lb-voice-python","gpt61-sol-current-20260929":"/api/lb-sol61","gpt61-sol-retry2-20260929":"/api/lb-sol61","gpt61-sol-sandboxes-rerun-20260929":"/api/lb-sol61","sandboxes-fair-opus55-20261007":"/api/lb-opus55","sandboxes-fair-grok47-cursor-20261007":"/api/lb-grok47","sandboxes-fair-grok47-build-20261007":"/api/lb-grok47"},"rationale":{"shards":16,"base":"/data/lb-rationale/","v":"3d4c74d0690d"}}