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# Cross-Modal Trace — Multimodal Long Context
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When text, image, or video claims cannot be traced to an anchor, drift accumulates and phantom evidence appears.
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This page defines the schema and checks that guarantee traceability across all modalities.
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---
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## What this page is
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- Schema rules for linking text answers back to visual or audio anchors.
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- Audit trail structure to prevent orphan claims.
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- Quick checks for reproducibility across long multimodal contexts.
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---
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## When to use
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- Citations appear but no frame, region, or timestamp is attached.
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- Audio transcript and video caption disagree about speaker or object.
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- Text answers cite nonexistent visuals or wrong timecodes.
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- Multi-day multimodal sessions lose track of the original anchor evidence.
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- OCR captions or ASR transcripts collapse after long context windows.
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---
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## Open these first
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- [Phantom Visuals](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/phantom-visuals.md)
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- [Caption Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/caption-collapse.md)
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- [Alignment Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/alignment-drift.md)
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- [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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- [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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---
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## Common failure patterns
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- **Orphan claims**: answer references content without `frame_id` or `timestamp`.
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- **Cross-modal mismatch**: transcript says "dog" while video shows only a cat.
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- **Anchor drift**: same frame cited differently across runs.
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- **Phantom evidence**: answer claims diagrams, sounds, or visuals never uploaded.
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- **Trace break**: anchor IDs vanish during long-session context merging.
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---
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## Fix in 60 seconds
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1. **Enforce anchor schema**
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- Require `{frame_id | region_id | timestamp | source_id}` for all claims.
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- Forbid free-text references without anchors.
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2. **Trace Table**
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- Build a table with `{claim | anchor_id | snippet | modality}`.
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- Each row must be auditable.
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3. **ΔS probe**
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- Compute ΔS(text, anchor).
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- Require ≤ 0.45 for stability. Reject claims if ≥ 0.60 and no match exists.
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4. **Cross-modal reconciliation**
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- Compare text vs audio vs vision anchors.
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- If mismatch, flag as drift and escalate.
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5. **Audit trail log**
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- Keep `trace_id`, `mem_rev`, `anchor_refs`.
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- Verify reproducibility across three paraphrases.
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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 traceability.
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Protocol:
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1. Require every claim to cite {frame_id, region_id, timestamp, source_id}.
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2. Build a Trace Table with {claim, anchor_id, snippet, modality}.
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3. Report ΔS(text, anchor). Reject phantom if ΔS ≥ 0.60 with no match.
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4. Compare across modalities. If mismatched, return “cross-modal drift”.
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5. Return {Trace Table, ΔS log, λ states, Final Answer}.
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````
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---
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## Acceptance targets
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* Every claim has a valid anchor ID.
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* ΔS(text, anchor) ≤ 0.45.
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* λ remains convergent across paraphrases.
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* No phantom evidence across seeds.
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* Trace Table reproducible across three runs.
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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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### 🧭 Explore More
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| Module | Description | Link |
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| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
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| 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) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| 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) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| 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) |
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| 🧙♂️ 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) |
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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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> Engineers, hackers, and open source 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"> ⭐ [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).
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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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