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@ -28,6 +28,57 @@ If something is unclear, you can even paste a **screenshot of Problem Map conten
---
</details>
<details>
<summary><strong>⏱️ 60 seconds: WFGY as a Semantic Firewall — Before vs After</strong></summary>
<br>
> 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).
> - 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.
>
> ---
>
> ### 📊 Before vs After
>
> | | **Traditional Fix (After Generation)** | **WFGY Semantic Firewall (Before Generation) 🏆✅** |
> |--------------|-----------------------------------------|---------------------------------------------------|
> | **Flow** | Output → detect bug → patch manually | Inspect semantic field → only stable state generates |
> | **Method** | Add rerankers, regex, JSON repair, tool patches | ΔS, λ, coverage checked upfront; loop/reset if unstable |
> | **Cost** | High — every bug = new patch, risk of conflicts | Low — once mapped, bug sealed permanently |
> | **Ceiling** | 70–85% stability limit | 90–95%+ achievable, structural guarantee |
> | **Experience** | Firefighting, “whack-a-mole” debugging | Structural firewall, “fix once, stays fixed” |
> | **Complexity** | Growing patch jungle, fragile pipelines | Unified acceptance targets, one-page repair guide |
>
> ---
>
> ### ⚡ Performance impact
> - **Traditional patching**: 70–85% stability ceiling. Each new patch adds complexity and potential regressions.
> - **WFGY firewall**: 90–95%+ achievable. Fix once → the same bug never resurfaces. Debug time cut by 60–80%.
> - **Unified metrics**: every fix is measured (ΔS ≤ 0.45, coverage ≥ 0.70, λ convergent). No guesswork.
>
> ### 🛑 Key notes
> - This is **not a plugin or SDK** — it runs as plain text, zero infra changes.
> - You must **apply acceptance targets**: don’t just eyeball; log ΔS and λ to confirm.
> - Once acceptance holds, that path is sealed. If drift recurs, it means a *new* failure mode needs mapping, not a re-fix of the old one.
>
> ---
>
> **Summary**:
> Others patch symptoms **AFTER** output. WFGY blocks unstable states **BEFORE** output.
> That is why it feels less like debugging, more like installing a **structural guarantee**.
>
> ---
</details>
**A complete triage hub for AI failures — beyond the core 16 — powered by WFGY.**
Use this page when you don’t yet know *which thing is breaking*. Start from symptoms, jump to a failure family, then open the exact fix page. All fixes are driven by WFGY instruments: `ΔS` (semantic stress), `λ_observe` (layered observability), and `E_resonance` (coherence control).