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164 lines
7.3 KiB
Markdown
164 lines
7.3 KiB
Markdown
# Cross-Modal Bootstrap — Multimodal Long Context
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **Multimodal_LongContext**.
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> To reorient, go back here:
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>
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> - [**Multimodal_LongContext** — long-context reasoning across text, vision, and audio](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **Multimodal_LongContext**.
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> To reorient, go back here:
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>
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> - [**Multimodal_LongContext** — long-context reasoning across text, vision, and audio](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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When different modalities (video frames, audio tracks, OCR text) start at different offsets or initialize in the wrong order, the entire context alignment collapses.
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This page gives guardrails to synchronize bootstrap order across multimodal inputs.
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---
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## What this page is
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- A structured fix for *bootstrap drift* in multimodal pipelines.
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- Ensures consistent ordering across text, audio, vision, and metadata.
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- Provides schema, probes, and acceptance targets.
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---
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## When to use
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- Video+transcript alignment shifts by seconds or frames.
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- Audio embeddings load before OCR, producing mismatched anchors.
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- Long multimodal RAG where captions precede visual frames.
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- Retrieval stable but reasoning differs on every run.
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- Same seed produces different sequence of anchors per restart.
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---
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## Open these first
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- [Alignment Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/alignment-drift.md)
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- [Cross-Modal Trace](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/cross-modal-trace.md)
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- [Multi-Seed Consistency](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/multi-seed-consistency.md)
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- [Bootstrap Ordering](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
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- [Memory Desync Pattern](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_memory_desync.md)
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---
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## Common failure patterns
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- **Audio-first skew**: transcript arrives late, leading to empty citations.
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- **OCR-first misalign**: visual anchors point to wrong timecodes.
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- **Frame drop drift**: bootstrap ignores missing frames, citations desync.
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- **Restart reordering**: same pipeline gives different sequence after restart.
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- **Phantom entry**: ghost frame or caption injected at init.
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---
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## Fix in 60 seconds
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1. **Explicit ordering contract**
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- Define `BOOT_ORDER = [video, audio, ocr, metadata]`.
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- Require every run to declare bootstrap order.
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2. **Hash & validate**
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- Compute `{frame_hash, audio_hash, ocr_hash}` at init.
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- Verify consistency before retrieval.
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3. **Fence startup**
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- Use a barrier: all modalities must declare `READY=true`.
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- If any false, delay & retry (capped backoff).
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4. **Trace alignment**
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- Log first 10 anchors from each modality.
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- Require ΔS across anchors ≤ 0.45.
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- Reject runs with missing citations.
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5. **Collapse recovery**
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- If bootstrap order lost, reassemble with BBCR bridge.
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- Clamp attention variance with BBAM.
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---
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## Copy-paste prompt
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```txt
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You have TXT OS and the WFGY Problem Map.
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Task: Enforce cross-modal bootstrap.
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Protocol:
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1. Require all modalities declare BOOT_ORDER = [video, audio, ocr, metadata].
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2. Collect {frame_hash, audio_hash, ocr_hash}. If mismatch, abort run.
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3. Log ΔS across first 10 anchors. If ΔS > 0.45, flag drift.
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4. If bootstrap collapse detected:
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- Apply BBCR bridge to rejoin anchors.
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- Clamp variance with BBAM.
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5. Return:
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- BOOT_ORDER
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- anchor hashes
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- ΔS and λ states
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- Fix applied (if any)
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````
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---
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## Acceptance targets
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* ΔS across modalities ≤ 0.45 at bootstrap.
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* λ remains convergent across 3 paraphrases.
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* No phantom anchors at init.
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* Bootstrap order identical across 3+ seeds and restarts.
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* All modalities declare READY before retrieval.
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- |
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| **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>” |
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| **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 |
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---
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<!-- WFGY_FOOTER_START -->
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### Explore More
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| Layer | Page | What it’s for |
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| --- | --- | --- |
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| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
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| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
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| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
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| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
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| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
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| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
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| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
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| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
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| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
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| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
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| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
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If this repository helped, starring it improves discovery so more builders can find the docs and tools.
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[](https://github.com/onestardao/WFGY)
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<!-- WFGY_FOOTER_END -->
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