onestardao/WFGY

WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Problem Map, Global Debug Card, WFGY 4.0, and the CFV Easter Egg.

What it solves

WFGY is an open-source ecosystem designed to improve how humans and AI interact through engineered language and structured protocols. It specifically addresses the problem of AI systems treating raw natural language as executable tasks, which often leads to broken RAG or agent pipelines. It provides a governed protocol layer for building, tuning, and verifying AI execution components across different sessions and tasks.

How it works

The project is being released via a "staged functional rollout," meaning components are released in batches rather than as a single software package. Key mechanisms include:

  • Polaris Goal Compiler: A portable protocol that compiles user goals before construction to separate truth work from expression work and prevent premature completion claims.
  • Problem Map 3.0: A troubleshooting atlas and debug card system used to identify and fix broken AI workflows.
  • Public Evidence Layer: A system of evidence packages (raw outputs, audits, and SHA256 hashes) that allows users to verify AI performance and results before the deeper engine layers are released.
  • Governed Protocol Layers: Successive versions (WFGY 1.0 through 5.0) that evolve from conceptual foundations to reasoning kernels and governance engines.

Who it’s for

Developers and AI practitioners who are building agents, assistants, or skill-based workflows and need a structured way to verify execution and debug broken AI pipelines.

Highlights

  • Goal Compilation: Prevents AI from jumping to conclusions by forcing a goal compilation step before execution.
  • Verifiable Evidence: Provides raw output and token accounting records to prove claims about AI capabilities.
  • Troubleshooting Atlas: A dedicated set of tools (Problem Map 3.0) for fixing failing RAG and agent pipelines.
  • Staged Rollout: A modular approach to releasing protocol components and the underlying engine.