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133 lines
9 KiB
Markdown
133 lines
9 KiB
Markdown
# Multimodal & Long-Context — Global Fix Map
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<details>
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<summary><strong>🏥 Quick Return to Emergency Room</strong></summary>
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<br>
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> You are in a specialist desk.
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> For full triage and doctors on duty, return here:
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>
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/README.md)
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>
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> Think of this page as a sub-room.
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> If you want full consultation and prescriptions, go back to the Emergency Room lobby.
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</details>
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A friendly hub to keep **text, vision, audio, and structured signals** stable inside **long context windows**.
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Use this folder when models collapse, drift, or desync under multimodal fusion or cross-sequence reasoning.
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---
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## What this page is
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- A compact map of **failure patterns unique to multimodal + long-context**.
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- Each page gives you **symptoms → root cause → WFGY guardrails**.
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- Works with **schema-level fixes only** (no infra changes required).
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- Every fix is **measurable and reproducible** using ΔS, λ, and E_resonance.
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---
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## When to use
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- Text and vision anchors misalign beyond 50k–100k tokens.
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- Captions collapse or disappear when windows grow.
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- Visual snippets appear but point to the wrong text.
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- Multi-hop reasoning flips answers across modalities.
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- Cross-sequence fusion drops or swaps semantic anchors.
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---
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## Common failure patterns
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| Page | Symptom (what you see) | Likely root cause | Fix route |
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|------|------------------------|------------------|-----------|
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| [alignment-drift.md](./alignment-drift.md) | Text and image pairs gradually diverge across long windows | Context length weakens positional anchors | Re-anchor at checkpoints, enforce ΔS probe |
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| [anchor-misalignment.md](./anchor-misalignment.md) | Citations point to wrong caption/image | Inconsistent `anchor_id` across modalities | Add schema guardrail to enforce anchor IDs |
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| [boundary-fade.md](./boundary-fade.md) | Signals near context edge disappear | Context window cutoff, padding ignored | Boundary probes, chunk anchors at joins |
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| [caption-collapse.md](./caption-collapse.md) | Captions vanish or repeat when context grows | Fusion loses reference alignment | Use caption schema, enforce cite-first |
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| [cross-modal-bootstrap.md](./cross-modal-bootstrap.md) | Model never uses one modality | Missing initialization anchors | Add bootstrap token + schema lock |
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| [cross-modal-trace.md](./cross-modal-trace.md) | Hard to verify which modality answer came from | No traceability field | Require `modality_id` and `source_url` in snippet |
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| [desync-amplification.md](./desync-amplification.md) | Small anchor misalignments grow into collapse | Weak λ convergence across modalities | Run multi-seed probes, lock λ variance |
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| [desync-anchor.md](./desync-anchor.md) | Anchors for vision vs text drift apart silently | Schema mismatch at join | Enforce alignment with ΔS ≤ 0.50 |
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| [echo-loop.md](./echo-loop.md) | Answer repeats cross-modality content | Fusion loopback between modalities | Add dedupe guardrail, enforce λ drop |
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| [fusion-blindspot.md](./fusion-blindspot.md) | One modality is ignored entirely | Fusion weights collapse | Hybrid retriever weighting, enforce balance |
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| [fusion-latency.md](./fusion-latency.md) | Delay in syncing vision vs text streams | Async fusion queue | Add latency probe, resync alignment |
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| [modal-bridge-failure.md](./modal-bridge-failure.md) | Text → Image reasoning chain breaks mid-hop | Bridge tokens dropped | Schema lock for bridge anchors |
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| [modality-dropout.md](./modality-dropout.md) | Whole modality disappears mid-sequence | Token truncation or stream loss | Re-chunk, enforce modality coverage |
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| [modality-swap.md](./modality-swap.md) | Image and text roles flip silently | Anchor IDs reused wrongly | Explicit `modality_role` field required |
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| [multi-hop-collapse.md](./multi-hop-collapse.md) | Multi-hop reasoning stops using one modality | Missing cross-hop anchors | Add cross-hop continuity guardrail |
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| [multi-seed-consistency.md](./multi-seed-consistency.md) | Different seeds give different modalities | λ non-convergent | Probe across seeds, enforce stability |
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| [multimodal-fusion-break.md](./multimodal-fusion-break.md) | Fusion fails when 3+ modalities | Overload in join schema | Use staged fusion, test ΔS at each join |
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| [phantom-visuals.md](./phantom-visuals.md) | Model hallucinates new images | Weak anchor trace | Enforce trace schema, drop hallucinated spans |
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| [reference-bleed.md](./reference-bleed.md) | Answer pulls from wrong modality reference | No modality fence | Add fence keys (`modality_id`) |
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| [semantic-anchor-shift.md](./semantic-anchor-shift.md) | Anchors shift mid-context | Anchor ID reused | Audit schema, reset anchor IDs |
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| [signal-drop.md](./signal-drop.md) | Structured data missing mid-run | Serialization loss | Add schema field for `signal_id` |
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| [spatial-fusion-error.md](./spatial-fusion-error.md) | Wrong layout in multimodal outputs | Spatial anchors lost | Enforce bounding-box schema |
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| [sync-loop.md](./sync-loop.md) | Model stuck repeating stale multimodal state | Old anchors not cleared | Add state reset guardrail |
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| [time-sync-failure.md](./time-sync-failure.md) | Audio/text/video out of sync | Missing time index alignment | Require `time_index` schema |
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| [visual-anchor-shift.md](./visual-anchor-shift.md) | Visual anchors move between runs | Vision embeddings unstable | Lock anchor IDs + ΔS probes |
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---
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## Acceptance targets
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- ΔS(question, retrieved) ≤ 0.45
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- ΔS across modality joins ≤ 0.50
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- Coverage ≥ 0.70 for intended anchors
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- λ convergent across 3 paraphrases and 2 modality-seeds
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- E_resonance stable across text–vision–audio triads
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---
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## Fix in 60 seconds
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1. **Pick one failing case**
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(e.g. caption does not match paragraph). Keep a reference screenshot.
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2. **Measure ΔS and λ**
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Run 3 paraphrases × 2 modality seeds. Look for flips.
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3. **Check anchors**
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Verify `snippet_id`, `modality_id`, `section_id` across text–vision.
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4. **Patch minimally**
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Re-align anchors, enforce schema, drop hallucinated spans, re-run with guardrails.
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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 · 3️⃣ Ask “Answer using WFGY + <your question>” |
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| **TXT OS** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into LLM · 3️⃣ Type “hello world” — OS boots instantly |
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---
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### 🧭 Explore More
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| Module | Description | Link |
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|--------|-------------|------|
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| WFGY Core | WFGY 2.0 engine, full symbolic reasoning | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
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| Problem Map 1.0 | Initial 16-mode diagnostic | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| Problem Map 2.0 | RAG failure tree and modular fixes | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
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| Semantic Clinic | Expanded failure catalog | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Builders who supported WFGY from day one.
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> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ 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).
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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