Create README.md

2026-04-28 19:50:17 +00:00 · 2025-08-31 17:07:51 +08:00 · 2025-08-31 17:07:51 +08:00 · d81268aa8b
commit d81268aa8b
parent c920d9f7c4
1 changed files with 112 additions and 0 deletions
--- a/ProblemMap/GlobalFixMap/Multimodal_LongContext/README.md
+++ b/ProblemMap/GlobalFixMap/Multimodal_LongContext/README.md
@ -0,0 +1,112 @@
+# Multimodal & Long-Context — Global Fix Map
+
+A compact hub to stabilize reasoning and retrieval when multiple modalities (text, vision, audio, structured signals) interact across **long contexts**.
+Use this folder when models drift, collapse, or desync under multimodal fusion, large windows, or cross-sequence memory.
+
+---
+
+## What this page is
+
+* A structural map of **failure patterns unique to multimodal long-context use**.
+* Each failure gets its own page with symptoms, root cause, and WFGY guardrails.
+* Works **without infra changes** — guardrails and schema fixes only.
+* Acceptance targets (ΔS, λ, E\_resonance) are measurable and reproducible.
+
+---
+
+## When to use
+
+* Model drifts when text and vision anchors must align over >50k tokens.
+* Citations or captions collapse when context grows.
+* Visual snippets appear but misalign with cited text.
+* Multi-hop reasoning mixes modalities but loses semantic anchor.
+* Long chains flip answers when fusing embeddings from multiple sources.
+
+---
+
+## Common failure patterns
+
+* [alignment-drift.md](./alignment-drift.md)
+* [anchor-misalignment.md](./anchor-misalignment.md)
+* [boundary-fade.md](./boundary-fade.md)
+* [caption-collapse.md](./caption-collapse.md)
+* [cross-modal-bootstrap.md](./cross-modal-bootstrap.md)
+* [cross-modal-trace.md](./cross-modal-trace.md)
+* [desync-amplification.md](./desync-amplification.md)
+* [desync-anchor.md](./desync-anchor.md)
+* [echo-loop.md](./echo-loop.md)
+* [fusion-blindspot.md](./fusion-blindspot.md)
+* [fusion-latency.md](./fusion-latency.md)
+* [modal-bridge-failure.md](./modal-bridge-failure.md)
+* [modality-dropout.md](./modality-dropout.md)
+* [modality-swap.md](./modality-swap.md)
+* [multi-hop-collapse.md](./multi-hop-collapse.md)
+* [multi-seed-consistency.md](./multi-seed-consistency.md)
+* [multimodal-fusion-break.md](./multimodal-fusion-break.md)
+* [phantom-visuals.md](./phantom-visuals.md)
+* [reference-bleed.md](./reference-bleed.md)
+* [semantic-anchor-shift.md](./semantic-anchor-shift.md)
+* [signal-drop.md](./signal-drop.md)
+* [spatial-fusion-error.md](./spatial-fusion-error.md)
+* [sync-loop.md](./sync-loop.md)
+* [time-sync-failure.md](./time-sync-failure.md)
+* [visual-anchor-shift.md](./visual-anchor-shift.md)
+
+---
+
+## Acceptance targets
+
+* ΔS(question, retrieved) ≤ 0.45
+* ΔS across modality joins ≤ 0.50
+* Coverage ≥ 0.70 for intended anchors
+* λ remains convergent across three paraphrases and two modality-seeds
+* E\_resonance stable across text–vision–audio triads
+
+---
+
+### 🔗 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 + \<your question>”   |
+| **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.
+
+> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="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).
+
+<div align="center">
+
+[![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)
+ 
+
+</div>