Watch a develop→main deploy.yml run to completion; if it fails, diagnose the failure, open a fix PR against develop, wait for that PR's CI to go green, and report back so the user can merge. Use when the user says "watch the pipeline", "I just merged dev to main", "watch the staging pipe", "I merged develop into main", "babysit this deploy", "watch deploy.yml", or any variant asking the agent to monitor a develop→main merge on this project.
Enforce Pydantic best practices in Python backend code. Use when writing new models, refactoring code that uses raw dicts, reviewing PRs, or when manual parsing/validation could be replaced by Pydantic. Also trigger when the user says "pydantic", "model validation", "type coercion", or "schema cleanup".
Enforce hexagonal architecture (ports & adapters) in this project. Use when writing new features, refactoring code, reviewing PRs, or when infrastructure concerns (LangGraph, LangMem, PostgreSQL, Qdrant, LLM providers) leak into domain or use case layers. Also trigger when the user says "hex arch", "ports and adapters", "domain purity", or "architecture review".
Run the project test suite. Use when the user says "run tests", "run the tests", "test this", "make test", "check if tests pass", "pytest", or after completing code changes that should be verified.