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# Spatial Fusion Error — Multimodal Long Context
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When **spatial information from different modalities** (text, image, video, 3D layout) is fused incorrectly,
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the model builds a distorted scene map. This results in answers that are locally fluent but spatially wrong.
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---
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## What this page is
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- A repair map for **spatial mis-fusion** across long multimodal windows.
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- Structural checks that keep anchors aligned in 2D/3D space.
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- Copy-paste prompts to enforce spatial traceability in multimodal RAG.
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---
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## When to use
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- Text says "object A is left of object B" but visual encoder aligns them oppositely.
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- Bounding boxes overlap or merge, losing spatial independence.
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- 3D → 2D projection mismatch: captions reference an object that isn’t in frame.
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- Video QA drifts: same entity appears in different spots across time.
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- Answers mention correct objects but wrong **spatial relations** (left/right, inside/outside, above/below).
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---
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## Open these first
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- [Anchor Misalignment](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/anchor-misalignment.md)
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- [Visual Anchor Shift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/visual-anchor-shift.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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- [Reference Bleed](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/reference-bleed.md)
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---
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## Common failure patterns
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- **Axis flip** — left/right or up/down swapped.
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- **Projection drift** — 3D object references collapse to wrong 2D bounding box.
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- **Overlap collapse** — two entities share the same spatial slot.
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- **Cross-modal mismatch** — text anchor doesn’t correspond to visual bounding box.
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---
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## Fix in 60 seconds
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1. **Spatial schema lock**
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- Represent anchors as `{id, coords(x,y,z), frame_id}`.
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- Reject answers missing explicit spatial schema.
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2. **ΔS probe across modalities**
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- Compute ΔS(text_anchor, visual_anchor).
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- If ΔS ≥ 0.60, suspect fusion error.
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3. **Spatial IoU check**
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- Enforce IoU ≥ 0.7 for same anchor across modalities.
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- If < 0.7, assign new anchor ID.
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4. **Stabilize with BBCR**
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- Bridge text ↔ visual mismatch with constraint re-anchoring.
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- Clamp variance with BBAM.
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5. **Trace audit**
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- Log `{anchor_id, modality, coords, IoU}`.
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- Require cite-then-answer with explicit anchor IDs.
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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: Detect and repair spatial fusion errors across modalities.
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Steps:
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1. Verify each anchor has {id, coords(x,y,z), frame_id}.
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2. Compute IoU across modalities. If IoU < 0.7, treat as mismatch.
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3. Probe ΔS across text and visual anchors.
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4. Apply BBCR if drift detected, else assign new ID.
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5. Return:
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- stable anchors
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- mismatched anchors
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- ΔS values and λ states
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- corrected spatial map
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````
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---
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## Acceptance targets
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* 100% anchors represented with explicit `{id, coords, frame_id}`.
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* Cross-modal IoU ≥ 0.7 after fix.
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* ΔS(text, visual) ≤ 0.45.
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* λ remains convergent across paraphrases.
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* No axis flip errors across test prompts.
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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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