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# WFGY Problem Map 1.0 — bookmark it. youll need it
## 🛡️ permanent fixes for recurring ai bugs. fix once, never again.
### ❓ BigBig Question
*If AI bugs are not random but mathematically inevitable, can we finally define and prevent them?*
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**WFGY Problem Map = a reasoning layer for your AI.**
no infra change. just load [**TXT OS**](https://github.com/onestardao/WFGY/blob/main/OS/README.md) or [**WFGY Core**](https://github.com/onestardao/WFGY/tree/main/core), then ask your model: *“which problem map number am i hitting?”*
you get the diagnosis and the exact fix steps.
just load [**TXT OS**](https://github.com/onestardao/WFGY/blob/main/OS/README.md) or [**WFGY Core**](https://github.com/onestardao/WFGY/tree/main/core), then ask: *“which problem map number am i hitting?”*
youll get a diagnosis and exact fix steps — no infra changes needed.
**16 reproducible failure modes in AI systems, each with a clear fix (MIT).**
**A plug-and-play semantic firewall, with no infra changes required.**
**Built at the semantic layer. solve it once, it stays solved.**
**16 reproducible failure modes, each with a clear fix (MIT).**
**A plug-and-play semantic firewall, built at the reasoning layer: solve once, it stays solved.**
*if this page saves you time, a ⭐ helps others discover it.* <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars">
> thanks everyone — WFGY reached **800 stars in 70 days**.
> next milestone: at **1000 stars well unlock Blur Blur Blur**.
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> **[WFGY Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)** is live: a 30-line reasoning engine for recovery and resilience.
> fixing rag hallucinations? it makes models **reason before answering**.