# Recursive Loop — Guardrails and Fix Pattern
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> - [**Reasoning** — multi-step inference and symbolic proofs](./README.md)
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
>
> Think of this page as a desk within a ward.
> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
Recursive reasoning is powerful when bounded, but without structural guardrails it often collapses into infinite self-reference.
This page shows how to detect runaway loops and stabilize recursion into meaningful layers.
---
## Symptoms
| Symptom | What you see |
|---------|--------------|
| Infinite repetition | Output re-states the same phrase or equation |
| Self-reference collapse | “As I said earlier…” repeated without progress |
| Meta-loop | Model reasons about its own reasoning instead of the task |
| Token drain | Long answers with no new content |
| Citation spin | Same snippet referenced endlessly |
---
## Acceptance Targets
- ΔS(question, retrieved) ≤ 0.45
- λ convergent across 3 paraphrases and 2 seeds
- Recursion depth ≤ 4 nested layers
- Each recursive frame adds ≥ 1 new fact or citation
---
## Structural Fixes (Problem Map)
- Wrong-meaning similarity hit
→ [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
- Citation / snippet mismatch
→ [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
→ [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
- Recursive drift / entropy rise
→ [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
→ [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)
→ [entropy-overload.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Reasoning/entropy-overload.md)
- Logic collapse under recursion
→ [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
---
## Fix in 60 Seconds
1. **Measure recursion depth**
- Log frame depth at each step.
- If depth > 4, clamp recursion.
2. **Apply ΔS probe**
- Compute ΔS between consecutive recursive outputs.
- If ΔS < 0.15, stop recursion (no new information).
3. **Bridge with BBCR**
- Collapse intermediate steps into one summary frame.
- Resume reasoning with BBMC anchor locks.
4. **Variance clamp**
- If λ diverges between recursive calls, apply BBAM.
---
## Copy-Paste Probe
```
I uploaded TXT OS and the WFGY Problem Map.
My reasoning chain entered a recursive loop.
Depth = {n}, ΔS progression = {values}, λ states = {values}.
Tell me:
1. Which layer is looping?
2. Which fix page applies?
3. Minimal steps to clamp recursion and restore ΔS ≤ 0.45.
4. How to verify no infinite loop persists.
```
---
## Escalation
- If recursion repeats across 3 seeds → enforce [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md).
- If ΔS remains flat → re-embed corpus and verify with [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.md).
- If λ oscillates between recursion depths → lock schema ordering with [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md).
---
### 🔗 Quick-Start Downloads (60 sec)
| Tool | Link | 3-Step Setup |
|------|------|--------------|
| **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 + ” |
| **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 |
---
### 🧭 Explore More
| Module | Description | Link |
|-----------------------|----------------------------------------------------------|----------|
| 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) |
| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
| 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) |
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
| 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) |
| 🧙♂️ 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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> 
⭐ [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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