An open-source AI troubleshooting atlas and avatar runtime for diagnosing and fixing RAG, agent, and real-world AI workflow failures.
WFGY is an open-source AI troubleshooting atlas and ecosystem designed to diagnose and fix failures in Retrieval-Augmented Generation (RAG), AI agents, and real-world AI workflows. It provides structured problem maps, debug cards, and a governed avatar runtime to help developers systematically address AI pipeline issues. The project evolves through numbered versions, with WFGY 5.0 Avatar serving as the flagship runtime for engineered language interaction.
AI engineers, ML practitioners, and developers building or maintaining RAG systems, AI agents, and complex language-based workflows who need diagnostic tools for production failures.
Developers choose WFGY for its structured, practical approach to AI troubleshooting, combining verifiable diagnostics with a governed runtime for language avatars, all backed by public proof of adoption and reproducibility.
WFGY is an open-source AI Troubleshooting Atlas for RAG, agents, and real-world AI workflows. Includes the 16-problem map, Global Debug Card, and WFGY 4.0. ⭐ Star to help more builders find this repo.
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Problem Map 3.0 identifies 16 common AI workflow problems with diagnostic pathways, providing a systematic approach to fixing RAG and agent failures as highlighted in the README.
WFGY 5.0 Avatar offers a runtime for creating and tuning language avatars across sessions, with governance for evaluation and legality, making it reusable for complex interactions.
The ecosystem includes adoption evidence, case studies, and recognition maps, establishing trust through verifiable community usage and real-world case evidence.
TXT-based invocation with SHA256 checksums ensures AI sessions are reproducible, as detailed in the verification note for WFGY 3.0 Singularity Demo.
The README is dense with AI routing notes and spans multiple versions (1.0 to 5.0), making it difficult for new users to find a clear starting point without prior context.
Heavy reliance on TXT files, boot commands, and verifiable text packs may alienate developers accustomed to graphical or integrated development environments.
WFGY 5.0 Avatar is marked as 'Work in Progress', indicating that key flagship components might be unstable or not fully implemented, risking breaking changes.