Self-learning knowledge system for quality engineering. Rust, SQLite + optional PostgreSQL, ONNX embeddings, hybrid retrieval, Bayesian quality scoring.

QA Architecture Blueprint — Python/Playwright/Pytest, Docker-first CI Gate Chain, Release-Readiness Governance, Agentic QA Workflow Foundation