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.*
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⏱️ 30 seconds: Why WFGY Works as a Semantic Firewall
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+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.
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+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.
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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**.
> coming next: **Semantic Surgery Room** and **Global Fix Map** (n8n, GHL, Make, more). planned by **Sep 1**.
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