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,…
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
Test-Driven Development patterns for testing AI deliberation features. Use when adding new deliberation features, adapters, convergence detection, or decision graph components.
Query and analyze the AI Counsel decision graph to find past deliberations, identify patterns, and debug memory issues