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ProblemMap/README.md
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@ -15,12 +15,12 @@ you’ll get a diagnosis and exact fix steps — no infra changes required.
<br>
> most fixes today happen **after generation**:
> most fixes today happen **AFTER generation**:
> - the model outputs something wrong, then we patch it with retrieval, chains, or tools.
> - the same failures reappear again and again.
>
> WFGY inverts the sequence.
> - **before generation**, it inspects the semantic field (tension, residue, drift signals).
> 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.