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# 📒 Multimodal Reasoning Problem Map
Aligning text, image, code, and audio descriptions breaks standard RAG.
WFGY tags each modality node and synchronizes semantic tension across channels.
| Modality Clash | Failure | WFGY Fix | Status |
|----------------|---------|----------|--------|
| Text ↔ Image | Mis‑caption | Cross‑modal ΔS + BBMC | ✅ |
| Code ↔ Docstring | Drift | Tree twin nodes | ✅ |
| Audio transcript noise | Context melt | Entropy filter | ✅ |
| Mixed prompt mixes | Output fracture | BBPF multi‑channel fork | 🛠 |