We build WFGY, a verification-first reasoning engine for LLMs. If you're new, pick one entry point below. Each version is a different depth level, not a different product line.
WFGY 1.0, 2.0, and 3.0 are one set. Over a year of focused work, now released entirely under the MIT License.
⭐ WFGY 3.0 (Frontier · new release)
The Singularity Demo.
If it works, nothing before it matters.
→ Singularity demo
⭐ WFGY 2.0 (Engineering)
Core text kernel plus the 16 failure map for real engineering problems
including RAG systems, vector stores, and deployment chaos.
→ Core · 16 Problem Map
⭐ WFGY 1.0 (Beginner)
A PDF playbook with formulas, experiments, and the original self healing framework.
Best if you want to understand the theory and foundations first.
→ Legacy
If you’re new and wondering where to start, this is still the easiest entry:
👉 Starter Village Quickstart
Unlike most repos that ship a single tool, WFGY is an ecosystem of fix first reasoning components.
Everything here exists because some real system broke first.
Thank you to everyone who stuck around, tested things, or quietly used WFGY to fix real bugs.
More experiments, failures, and interesting artifacts are coming.
If you like this project, please consider giving it a star. ⭐
Independent open-source projects that chose to reference WFGY in their docs:
- awesome-ai-in-finance – research tools list; WFGY for LLM/RAG stress-testing.
- awesome-AI-system – LLM robustness and debugging section.
- awesome-AI-books – LLM reading list entry for the WFGY TXT/PDF pack.
- awesome-ai-web-search · frameworks discussion – RAG failure-mode taxonomy candidate.
- awesome-artificial-intelligence-research – NLP section on LLM robustness / debugging / reliability.
- AI-agents-for-cybersecurity – RAG failure modes reference using the WFGY 16 Problem Map.
If you want to follow along more closely, ask questions, or challenge ideas as they evolve,
the main discussion space is here:
Discord → https://discord.gg/KRxBsr6GYx
If you maintain an AI system, research project, or infra stack and want to explore deeper collaboration around WFGY, feel free to reach out or open an issue.