We build WFGY, a verification-first reasoning engine for LLMs. 🚀
One architecture, different depths—not different product lines.
WFGY 1.0, 2.0, and 3.0 represent a continuous evolution.
Over a year of focused development, now fully Open Source under the MIT License. ⚖️
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WFGY 3.0 — The Frontier Engine (New Release) 🌌
The flagship tension reasoning engine running on a 131 S-class backbone.
If it works, nothing before it matters. Test it on your hardest questions first.
➔ Singularity Demo -
WFGY 2.0 — Engineering & Production Engine 🛠️
The production tension kernel for real-world RAG stacks, vector stores, and deployment chaos.
Designed as the day-to-day engine you wire into infra and agents.
➔ Core Engine -
WFGY 1.0 — Foundations & Theory Engine 📚
The original mathematical playbook behind WFGY.
Formulas, tension language, and the first self-healing framework packed into one PDF.
➔ Legacy Theory -
WFGY RAG 16 Problem Map 🧩
Flagship 16-problem RAG failure checklist and fix map for broken RAG / agent pipelines.
Use this when your infra looks healthy but answers are still wrong.
➔ 16 Problem Map -
WFGY Global Debug Card 🖼️
Image-as-protocol layer for the 16 Problem Map.
Upload one poster plus (Q, E, P, A) context to any strong LLM and triage the run.
➔ Global Debug Card
If you’re new and wondering where to begin, start here:
👉 Starter Village Quickstart
Unlike traditional tools, WFGY is an ecosystem of "fix-first" reasoning components.
Everything here was built because a real-world system broke first. 🔧
Thank you to everyone who tested, debugged, and grew with us. More artifacts and experiments are on the way. If WFGY helps your workflow, please consider giving us a star! ⭐
As of 2026-03, the WFGY RAG 16 Problem Map line has been adopted or referenced by 20+ frameworks, academic labs, and curated lists in the RAG and agent ecosystem.
Some representative integrations:
| Project | Stars | Segment | How it uses WFGY ProblemMap | Proof (PR / doc) |
|---|---|---|---|---|
| RAGFlow | Mainstream RAG engine | Adds a RAG failure modes checklist guide in its official docs, adapted from the WFGY 16-problem failure map for step-by-step RAG pipeline diagnostics. | PR #13204 | |
| LlamaIndex | Mainstream RAG infra | Integrates the WFGY 16-problem RAG failure checklist into its official RAG troubleshooting docs as a structured failure mode reference. | PR #20760 | |
| ToolUniverse (Harvard MIMS Lab) | Academic lab / tools | Provides a WFGY_triage_llm_rag_failure tool that wraps the 16 mode map for incident triage. |
PR #75 | |
| Rankify (Univ. of Innsbruck) | Academic lab / system | Uses the 16 failure patterns in RAG and re-ranking troubleshooting docs. | PR #76 | |
| Multimodal RAG Survey (QCRI LLM Lab) | Academic lab / survey | Cites WFGY as a practical diagnostic resource for multimodal RAG. | PR #4 |
Most external references today point to the WFGY ProblemMap / 16-problem failure checklist. A smaller but growing set also uses WFGY 3.0 · Singularity Demo as a long-horizon, TXT-based stress test.
This does not mean every project is using the full WFGY ecosystem. In most cases, WFGY appears as a ProblemMap-style diagnostic layer for RAG and agent pipelines.
For the full, up-to-date 20+ project list (frameworks, benchmarks, and curated lists), see the 👉 WFGY Recognition Map
If you want to follow along more closely, ask questions, or challenge ideas as they evolve, join our community across these platforms:
- Discord → Join our Server — Real-time chat & collaboration.
- Reddit (WFGY) → r/WFGY — [Early Access] Freshly launched; help us build the foundation.
- Reddit (Tension Universe) → r/TensionUniverse — [Early Access] Brand new; be among the first to explore.
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.