diff --git a/ProblemMap/GlobalFixMap/Multimodal_LongContext/fusion-blindspot.md b/ProblemMap/GlobalFixMap/Multimodal_LongContext/fusion-blindspot.md new file mode 100644 index 00000000..05bfefdb --- /dev/null +++ b/ProblemMap/GlobalFixMap/Multimodal_LongContext/fusion-blindspot.md @@ -0,0 +1,131 @@ +# Fusion Blindspot — Multimodal Long Context + +When one modality is silently ignored during fusion, the model produces coherent but incomplete answers. +This is **fusion blindspot** — the audio, visual, or OCR stream is valid, yet the fusion layer drops it or never integrates it. + +--- + +## What this page is +- A guide to detect and repair **missing modality participation** in multimodal fusion. +- Ensures every input modality contributes evidence to the final reasoning chain. +- Provides structural probes to confirm no blindspot occurs at joins. + +--- + +## When to use +- Captions mention objects but the visual stream was ignored. +- Audio transcript exists, but final reasoning never cites it. +- OCR text valid but skipped during answer generation. +- One modality has ΔS ≤ 0.40 internally but never appears in the fused output. +- Answers are fluent but consistently one-dimensional. + +--- + +## Open these first +- [Cross-Modal Trace](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/cross-modal-trace.md) +- [Reference Bleed](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/reference-bleed.md) +- [Modality Dropout](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/modality-dropout.md) +- [Anchor Misalignment](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/anchor-misalignment.md) + +--- + +## Common failure patterns +- **Silent omission** — one stream absent from the answer, with no error reported. +- **Over-dominance** — strong text modality overrides weaker OCR or visual input. +- **Fusion filter** — low-confidence modality is dropped without logging. +- **Blind alignment** — citations only from one channel, even though others were retrieved. + +--- + +## Fix in 60 seconds +1. **Modality presence check** + - Require every modality to appear in at least one citation per fused answer. + - If missing, re-run fusion step. + +2. **ΔS contribution probe** + - For each modality, compute ΔS vs question. + - Flag if ΔS ≤ 0.45 but modality unused. + +3. **λ stability test** + - Log λ across fusion stages. + - Divergence indicates modality suppression. + +4. **Repair step** + - Apply BBCR bridge between ignored modality and main reasoning chain. + - Re-anchor with explicit cite-then-answer. + +--- + +## Copy-paste prompt + +```txt +You have TXT OS and the WFGY Problem Map. + +Task: Detect and fix fusion blindspots. + +Steps: +1. List all modalities available {audio, visual, OCR, text}. +2. For each, compute ΔS(question, modality). +3. If ΔS ≤ 0.45 and unused, flag as blindspot. +4. Insert BBCR bridge and force cite-then-answer with all modalities. +5. Return fused answer with full citations. +```` + +--- + +## Acceptance targets + +* Every modality with ΔS ≤ 0.45 contributes at least once. +* λ remains convergent across fusion. +* No single modality suppressed >3 consecutive turns. +* Trace table shows citations from all streams. + +--- + +### 🔗 Quick-Start Downloads (60 sec) + +| Tool | Link | 3-Step Setup | +| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- | +| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + ” | +| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly | + +--- + +### 🧭 Explore More + +| Module | Description | Link | +| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- | +| WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) | +| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) | +| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) | +| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) | +| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) | +| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) | +| 🧙‍♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) | + +--- + +> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** — +> Engineers, hackers, and open source builders who supported WFGY from day one. + +> GitHub stars ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md). + +
+ +[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY) +  +[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS) +  +[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah) +  +[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot) +  +[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc) +  +[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur) +  +[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow) +  + +
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