Use when wiring metrics, logs, traces, and operational readiness for a Kubernetes workload or namespace after operations and reliability have decided the observability substrate,…
Use when adding background tasks or event integration to a scaffolded FastAPI service after the broker and contracts are declared in backend-architecture.
Use when adding asynchronous work or event integration to a scaffolded Node.js service — wiring BullMQ, KafkaJS, or SQS producers and consumers with explicit delivery semantics, a…
Use when integrating a design system, theming, the component library, accessibility posture, the internationalization seam, or permission-request UX into a Flutter application…
Use when designing and rehearsing AWS disaster-recovery and multi-region posture for a workload after the runtime and observability exist and reliability and operations have…
Use when an approved ai-architecture.md needs an Anthropic Claude capability returning schema-bound JSON, typed objects, classifications, or extractions.
Use when adding regression evaluation, prompt and model versioning, token and cost telemetry, latency tracking, tracing, dashboards, or operational monitoring for OpenAI-backed AI…
Use when implementing an OpenAI-backed AI capability that must return schema-bound JSON, typed objects, classifications, extraction results, or other machine-consumable responses…
Use when implementing a LangChain-based agent runtime from an approved ai-architecture.md agent control-flow design.
Use when an approved ai-architecture.md defines a multi-agent workflow and AutoGen is the chosen framework.
Use when preparing a service for production observability or auditing
Use when building or hardening a GitHub Actions pipeline for a
Use when authoring or reviewing Kubernetes manifests for a production
Use when containerizing a JVM service for production. Produces a