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@ -14,17 +14,34 @@ youll get a diagnosis and exact fix steps — no infra changes required.
**16 reproducible failure modes, each with a clear fix (MIT).** *(e.g. rag drift, broken indexes)*
**A semantic firewall you install once, and every failure stays fixed.**
*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">
<details>
<summary><strong>⏱️ 30 seconds: Why WFGY Works as a Semantic Firewall</strong></summary>
Most fixes today happen **after generation**:
- The model outputs something wrong, then we patch it with retrieval, chains, or tools.
- This means the same failures reappear again and again.
WFGY inverts the sequence.
- **Before generation**, it inspects the semantic field (tension, residue, drift signals).
- If the state is unstable, it loops, resets, or redirects the path.
- Only a stable semantic state is allowed to generate output.
This is why every failure mode, once mapped, stays fixed.
Youre not firefighting after the fact—youre installing a reasoning firewall at the entry point.
</details>
> thanks everyone — WFGY reached **800 stars in 70 days**.
> next milestone: at **1000 stars well unlock Blur Blur Blur**.
> next milestone: at **1000 stars well unlock Blur Blur Blur**.
> 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">
---
> **[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**.
> coming next: **Semantic Surgery Room** and **Global Fix Map** (n8n, GHL, Make, more). planned by **Sep 1**.
<div align="center">
<img src="https://github.com/onestardao/WFGY/raw/main/OS/images/tree-semantic-memory.gif"
alt="semantic memory & reasoning fix in action"