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# Multi-Seed Consistency — Multimodal Long Context
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When the same multimodal query produces divergent outputs across seeds, context length, or session restarts, reasoning collapses and trust degrades.
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This page defines probes and guardrails to enforce consistency across seeds.
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---
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## What this page is
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- Checklist for measuring stability across random seeds in multimodal runs.
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- Guardrails to prevent phantom variation across seeds.
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- Minimal reproducible probes you can drop into any LLM + RAG + multimodal stack.
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---
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## When to use
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- Same video → text question gives different answers each run.
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- OCR transcript changes casing or spacing across seeds.
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- Frame annotations shift order or vanish between runs.
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- Retrieval top-k stable, but answers drift each time.
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- Support threads show inconsistent captions or timecode mismatches.
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---
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## Open these first
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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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- [Alignment Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/alignment-drift.md)
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- [Phantom Visuals](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/phantom-visuals.md)
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- [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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- [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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---
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## Common failure patterns
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- **Seed drift**: ΔS fluctuates widely across seeds even with same input.
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- **Phantom anchor**: one seed introduces unseen frames or captions.
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- **λ flip**: λ_observe changes convergence state across paraphrases.
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- **Context order variance**: anchors appear in inconsistent order per seed.
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- **Audit mismatch**: trace tables differ across 3+ seeds.
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---
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## Fix in 60 seconds
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1. **Seed audit**
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- Run the same input across 3–5 seeds.
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- Record ΔS, λ, and anchor references.
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2. **Clamp variance**
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- Apply BBAM to lock attention spread.
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- Apply BBCR if trace tables diverge.
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3. **Schema enforcement**
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- Require deterministic `{frame_id, timestamp, region_id}`.
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- Forbid free text anchors.
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4. **Majority vs outlier filter**
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- Accept only anchors seen in ≥ 70% of seeds.
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- Flag outliers as phantom.
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5. **Report reproducibility**
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- Require ΔS ≤ 0.45 across seeds.
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- Require λ convergent across at least 3 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: Probe multi-seed consistency.
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Protocol:
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1. Run input across 3–5 seeds. Collect {ΔS, λ, anchors}.
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2. Compare trace tables. If anchors diverge, apply BBCR bridge.
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3. Clamp with BBAM if ΔS variance > 0.15 across seeds.
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4. Report:
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- Seed-to-seed ΔS log
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- λ states
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- Majority anchor set
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- Flagged phantom anchors
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````
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---
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## Acceptance targets
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* ΔS(question, retrieved) ≤ 0.45 across all seeds.
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* Variance ≤ 0.15 between seeds.
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* λ remains convergent across 3 paraphrases.
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* No phantom anchors.
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* Trace Table reproducible across 3–5 seeds.
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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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