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119 lines
5.8 KiB
Markdown
119 lines
5.8 KiB
Markdown
# Signal Drop — Guardrails and Fix Pattern
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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 multimodal sessions extend across long contexts, one or more modalities may **drop out entirely** or become invisible to the reasoning pipeline.
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This creates “blind layers” where text, image, or audio cues vanish mid-sequence, leading to broken reasoning or silent hallucination.
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---
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## Symptoms of Signal Drop
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- Model responds as if a modality was never provided.
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- Visual reference ignored after ~20–30 turns.
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- Audio transcript included but not grounded in reasoning.
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- Captions persist but semantic anchors drift apart.
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- Silent failure: no error is thrown, yet cross-modal grounding is gone.
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---
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## Open these first
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- Cross-modal stability: [Alignment Drift](./alignment-drift.md)
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- Long-context melt: [Entropy Collapse](../MemoryLongContext/entropy-collapse.md)
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- Boundary checks: [Boundary Fade](./boundary-fade.md) *(planned)*
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- Retrieval schema: [Cross-Modal Trace](./cross-modal-trace.md)
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- State fences: [Memory Coherence](../MemoryLongContext/memory-coherence.md)
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---
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## Fix in 60 seconds
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1. **Detect silence**
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- Log presence/absence of `{text, visual, audio}` per turn.
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- If any modality = null for >2 steps, flag as drop.
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2. **Inject continuity token**
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- Add `mod_keepalive` in the system schema to enforce recall of modality.
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- Force echo of modality presence in every reasoning header.
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3. **Re-anchor references**
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- If image or audio missing, insert placeholder with `ΔS=skip` instead of null.
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- Prevent collapse by keeping λ_observe convergent.
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4. **Stabilize joins**
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- Split by `{text | image | audio}` sections.
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- Clamp cross-joins with BBAM to stop runaway drift.
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---
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## Acceptance Targets
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- **Coverage**: ≥ 0.70 for all active modalities.
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- **ΔS(question, retrieved)** ≤ 0.45 even when one modality drops.
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- **λ_observe** remains convergent across three paraphrases.
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- **No silent modality loss** beyond two turns.
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---
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## Copy-paste prompt
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```txt
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You are running TXTOS + WFGY Problem Map.
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Symptom: modality vanished (text, image, or audio).
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Task: detect, re-anchor, and restore multimodal stability.
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Protocol:
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1. Log {text, visual, audio} presence each turn.
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2. If any missing for >2 steps, insert placeholder `mod_keepalive`.
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3. Require ΔS(question, retrieved) ≤ 0.45 across modalities.
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4. Use BBAM for variance clamp, BBCR bridge if joins collapse.
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5. Cite then answer; no orphan visual or audio references allowed.
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````
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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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