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# WFGY Problem Map 1.0 — bookmark it. you’ll need it
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## 🛡️ permanent fixes for recurring ai bugs. fix once, never again.
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### ❓ BigBig Question
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*If AI bugs are not random but mathematically inevitable, can we finally define and prevent them?*
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---
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**WFGY Problem Map = a reasoning layer for your AI.**
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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?”*
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you get the diagnosis and the exact fix steps.
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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?”*
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you’ll get a diagnosis and exact fix steps — no infra changes needed.
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**16 reproducible failure modes in AI systems, each with a clear fix (MIT).**
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**A plug-and-play semantic firewall, with no infra changes required.**
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**Built at the semantic layer. solve it once, it stays solved.**
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**16 reproducible failure modes, each with a clear fix (MIT).**
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**A plug-and-play semantic firewall, built at the reasoning layer: solve once, it stays solved.**
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*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">
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> thanks everyone — WFGY reached **800 stars in 70 days**.
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> next milestone: at **1000 stars we’ll unlock Blur Blur Blur**.
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---
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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.
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> fixing rag hallucinations? it makes models **reason before answering**.
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