diff --git a/ProblemMap/README.md b/ProblemMap/README.md index 1a312323..7542c576 100644 --- a/ProblemMap/README.md +++ b/ProblemMap/README.md @@ -14,17 +14,34 @@ you’ll 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.* GitHub stars + +
+⏱️ 30 seconds: Why WFGY Works as a Semantic Firewall + +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. +You’re not firefighting after the fact—you’re installing a reasoning firewall at the entry point. + +
> thanks everyone — WFGY reached **800 stars in 70 days**. -> next milestone: at **1000 stars we’ll unlock Blur Blur Blur**. - +> next milestone: at **1000 stars we’ll unlock Blur Blur Blur**. +> if this page saves you time, a ⭐ helps others discover it. 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**. +