WFGY is an open-source ecosystem advancing toward version 5.0 Polaris Protocol, a framework for AI reasoning, RAG, agents, and real-world workflows. It provides structured tools like Problem Map for diagnosing broken AI pipelines, Global Debug Card for systematic debugging, and GraphRAG knowledge-graph integration. The system includes evaluation layers for hallucination mitigation and alignment verification across staged releases.