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134 lines
5.4 KiB
Markdown
134 lines
5.4 KiB
Markdown
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# 📒 Map-D ·Problem #6 · Logic Collapse & Recovery — Dead‑End Paths, Frozen Threads
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Long chains of reasoning can **hit a wall**: the model reaches a step where no rule fires, context drifts, or the answer space “locks‑up.”
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Instead of recovering, most LLM stacks keep emitting filler or restart from scratch — losing the entire logic trail.
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WFGY turns these dead ends into detours: it detects the stall, rolls back to the last sane node, and spawns a fresh branch.
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---
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## 🤔 Why Do Chains Collapse?
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| Root Cause | Practical Failure |
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|------------|------------------|
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| **Semantic Dead‑End** | Model encounters a state where next‑token entropy flattens |
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| **Hidden Residue Build‑Up** | ΔS rises gradually → logic tension snaps all at once |
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| **No Checkpoint Memory** | System can’t roll back to a stable frame |
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| **Blind Retry** | Pipelines re‑run the same faulty path, freezing or looping |
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---
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## 🛡️ WFGY Logic‑Recovery Stack
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| Layer | Action |
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|-------|--------|
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| **ΔS Spike Watch** | Detects sudden tension jump (> 0.6) signalling stall |
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| **λ_observe Divergence** | Flags when flow turns chaotic (λ = ×) |
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| **BBCR Collapse–Rebirth** | Auto‑rollback to last good Tree node, spawn new branch |
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| **Tree Checkpoint** | Every major step stored → instant “hot‑save” for rollback |
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| **Residue Flush (BBMC)** | Clears semantic residue before replaying the fork |
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```text
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⚠️ Logic collapse detected at Step 7
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↩︎ Rolling back to Node 5 (ΔS 0.28, λ →)
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🡒 Replaying with alternate path…
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````
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---
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## ✍️ Quick Test (90 sec)
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```txt
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1️⃣ Start
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> Start
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2️⃣ Load a multi‑step proof chunk
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> "Proof outline: Step 1…Step 7 (missing lemma)…"
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3️⃣ Ask the model to complete
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> "Finish the proof"
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Watch WFGY:
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• ΔS spikes at the missing lemma
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• BBCR rolls back to Step 5
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• Proposes alternate lemma or asks for user input
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```
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---
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## 🔬 Sample Output
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```txt
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Logic dead‑end at sub‑lemma (Step 7).
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Restored context to Step 5.
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Proposed fix: supply definition of ‘bounded operator’ or upload missing section.
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```
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Progress resumes instead of endless loops.
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---
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## 🛠 Module Cheat‑Sheet
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| Module | Role |
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| ----------------- | -------------------------------------- |
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| **ΔS Metric** | Detects stall threshold |
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| **λ\_observe** | Judges flow direction / chaos |
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| **BBCR** | Rollback & branch spawn |
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| **Semantic Tree** | Stores checkpoints for hot rollback |
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| **BBMC** | Purges leftover residue before restart |
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---
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## 📊 Implementation Status
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| Feature | State |
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| ---------------------------- | ---------- |
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| ΔS spike detection | ✅ Stable |
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| BBCR rollback / branch | ✅ Stable |
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| Auto user prompt on dead‑end | ✅ Basic |
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| Multi‑fork replay | ⚠️ Planned |
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---
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## 📝 Tips & Limits
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* Collapse guard works even on pasted text without a retriever.
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* Repeated collapses on the same node → supply missing context.
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* Share tricky logs in **Discussions**; they refine stall thresholds.
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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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