Guide for creating new CLI or HTTP adapters to integrate AI models into the AI Counsel deliberation system

Expert at evolving Pydantic configuration schemas with backward compatibility and automated migrations

Expert debugging guide for AI Counsel's convergence detection system. Use when deliberations aren't converging as expected, early stopping fails, semantic similarity seems wrong, or voting vs semantic status conflicts occur.

Query and analyze the AI Counsel decision graph to find past deliberations, identify patterns, and debug memory issues

Test-Driven Development patterns for testing AI deliberation features. Use when adding new deliberation features, adapters, convergence detection, or decision graph components. Encodes TDD workflow: write test first → implement → verify.