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ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md
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ProblemMap/GlobalFixMap/Reasoning/recursive-loop.md
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# Recursive Loop — Guardrails and Fix Pattern
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Recursive reasoning is powerful when bounded, but without structural guardrails it often collapses into infinite self-reference.
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This page shows how to detect runaway loops and stabilize recursion into meaningful layers.
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---
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## Symptoms
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| Symptom | What you see |
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|---------|--------------|
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| Infinite repetition | Output re-states the same phrase or equation |
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| Self-reference collapse | “As I said earlier…” repeated without progress |
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| Meta-loop | Model reasons about its own reasoning instead of the task |
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| Token drain | Long answers with no new content |
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| Citation spin | Same snippet referenced endlessly |
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---
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## Acceptance Targets
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- ΔS(question, retrieved) ≤ 0.45
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- λ convergent across 3 paraphrases and 2 seeds
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- Recursion depth ≤ 4 nested layers
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- Each recursive frame adds ≥ 1 new fact or citation
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---
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## Structural Fixes (Problem Map)
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- Wrong-meaning similarity hit
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→ [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- Citation / snippet mismatch
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→ [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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→ [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Recursive drift / entropy rise
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→ [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
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→ [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
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→ [entropy-overload.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md)
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- Logic collapse under recursion
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→ [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
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---
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## Fix in 60 Seconds
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1. **Measure recursion depth**
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- Log frame depth at each step.
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- If depth > 4, clamp recursion.
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2. **Apply ΔS probe**
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- Compute ΔS between consecutive recursive outputs.
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- If ΔS < 0.15, stop recursion (no new information).
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3. **Bridge with BBCR**
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- Collapse intermediate steps into one summary frame.
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- Resume reasoning with BBMC anchor locks.
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4. **Variance clamp**
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- If λ diverges between recursive calls, apply BBAM.
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---
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## Copy-Paste Probe
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```
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I uploaded TXT OS and the WFGY Problem Map.
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My reasoning chain entered a recursive loop.
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Depth = {n}, ΔS progression = {values}, λ states = {values}.
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Tell me:
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1. Which layer is looping?
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2. Which fix page applies?
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3. Minimal steps to clamp recursion and restore ΔS ≤ 0.45.
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4. How to verify no infinite loop persists.
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```
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---
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## Escalation
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- If recursion repeats across 3 seeds → enforce [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md).
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- If ΔS remains flat → re-embed corpus and verify with [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.md).
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- If λ oscillates between recursion depths → lock schema ordering with [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md).
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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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> <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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