diff --git a/ProblemMap/GlobalFixMap/Multimodal_LongContext/desync-amplification.md b/ProblemMap/GlobalFixMap/Multimodal_LongContext/desync-amplification.md new file mode 100644 index 00000000..7533f98c --- /dev/null +++ b/ProblemMap/GlobalFixMap/Multimodal_LongContext/desync-amplification.md @@ -0,0 +1,141 @@ +# Desync Amplification — Multimodal Long Context + +Tiny offsets between modalities (audio, captions, video frames, OCR text) may start small but amplify over long windows. +This creates compounding errors, unstable retrieval, and reasoning collapse even if each modality alone looks healthy. + +--- + +## What this page is +- A targeted fix for error propagation in multimodal pipelines. +- Practical checks to detect amplification before catastrophic drift. +- Guardrails and recipes to realign channels across long-context sessions. + +--- + +## When to use +- Captions and audio drift apart by seconds after long playbacks. +- OCR timestamps no longer align with video frames. +- QA answers start citing mismatched visual and transcript snippets. +- ΔS is acceptable at local scale but grows uncontrollably across joins. +- λ flips between convergent and divergent when multiple modalities are combined. + +--- + +## Open these first +- [Alignment Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/alignment-drift.md) +- [Cross-Modal Trace](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/cross-modal-trace.md) +- [Time Sync Failure](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/time-sync-failure.md) +- [Sync Loop](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/sync-loop.md) + +--- + +## Common failure patterns +- **Frame slip**: video and captions drift one frame every N seconds, gap grows over minutes. +- **Transcript echo**: OCR or ASR repeats or skips blocks, creating compounding offsets. +- **Modal desync cascade**: one channel’s offset propagates into retrieval ranking and pollutes others. +- **ΔS climb**: segment-wise ΔS stays <0.45, but across the whole sequence ΔS >0.70. +- **Cumulative hallucination**: small errors accumulate, eventually flipping meaning entirely. + +--- + +## Fix in 60 seconds +1. **Windowed checkpoints** + - Insert alignment anchors every N=30–60s. + - Reset offsets relative to anchors instead of carrying drift forward. + +2. **Cross-hash audit** + - Compute rolling hash across each modality. + - If hashes diverge at the same index repeatedly, clamp with trace. + +3. **ΔS slope monitor** + - Track ΔS growth across windows. + - If slope ≥ +0.05 per window, trigger correction. + +4. **Realign with BBCR bridge** + - Use bridging nodes to pull all modalities back to anchor. + - Apply BBAM variance clamp if λ keeps flipping. + +5. **Escalate when unstable** + - If ΔS ≥ 0.60 or λ stays divergent across 3 checks, abort merge and isolate channels. + +--- + +## Copy-paste prompt + +```txt +You have TXT OS and the WFGY Problem Map. + +Task: Detect and fix desync amplification across multimodal inputs. + +Protocol: +1. Insert anchors every 30–60s and reset offsets. +2. Compute rolling hash per modality and check drift. +3. Track ΔS slope across windows. + - If slope ≥ +0.05, trigger correction. +4. Apply BBCR bridge for re-alignment. +5. Clamp λ variance with BBAM. +6. Output: + - anchor points + - ΔS history + - λ states + - correction actions taken +```` + +--- + +## Acceptance targets + +* ΔS(question, retrieved) ≤ 0.45 across session. +* ΔS slope ≤ +0.02 per window after correction. +* λ remains convergent across 3 paraphrases after anchors. +* All modalities map back to common anchor with ≤ 200ms drift. +* No session collapses into hallucination due to cumulative errors. + +--- + +### 🔗 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) +  + +