CalvHobbes

Reviews code changes for bugs, style issues, and best practices. Use when reviewing PRs or checking code quality.

Review an existing Python RAG codebase against an explicit RAG architecture document and produce a production-readiness backlog with priorities, rationale, and execution guidance.

Guide implementation of production-ready Python RAG components by enforcing correct abstractions, error handling, observability, and safety at coding time.