mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
146 lines
6 KiB
Markdown
146 lines
6 KiB
Markdown
# Entropy Overload — Guardrails and Fix Pattern
|
||
|
||
<details>
|
||
<summary><strong>🧭 Quick Return to Map</strong></summary>
|
||
|
||
<br>
|
||
|
||
> You are in a sub-page of **Reasoning**.
|
||
> To reorient, go back here:
|
||
>
|
||
> - [**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.
|
||
</details>
|
||
|
||
|
||
When reasoning chains branch too widely or run too long, entropy accumulates.
|
||
λ flips into divergence, ΔS rises above safe thresholds, and the model starts producing incoherent or contradictory answers.
|
||
This page shows how to detect and repair reasoning overload.
|
||
|
||
---
|
||
|
||
## Symptoms
|
||
|
||
| Symptom | What you see |
|
||
|---------|--------------|
|
||
| Long answers drift | Sections repeat or contradict |
|
||
| Multi-branch confusion | Model merges unrelated paths mid-answer |
|
||
| Coverage collapse | Target facts vanish after 25–40 steps |
|
||
| Oscillation | Alternates between two opposite states |
|
||
| Excessive hedging | “It depends… maybe… possibly…” in loops |
|
||
|
||
---
|
||
|
||
## Acceptance Targets
|
||
|
||
- ΔS(question, retrieved) ≤ 0.45
|
||
- λ stays convergent across 3 paraphrases and 2 seeds
|
||
- E_resonance flat on windows ≥ 500 tokens
|
||
- Coverage ≥ 0.70 for the target section
|
||
|
||
---
|
||
|
||
## Structural Fixes (Problem Map)
|
||
|
||
- Wrong-meaning hits despite high similarity
|
||
→ [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
|
||
|
||
- Snippet/citation 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)
|
||
|
||
- Ordering variance / version skew
|
||
→ [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md)
|
||
→ [deployment-deadlock.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/deployment-deadlock.md)
|
||
→ [predeploy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/predeploy-collapse.md)
|
||
|
||
- Long chain instability
|
||
→ [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)
|
||
|
||
---
|
||
|
||
## Fix in 60 Seconds
|
||
|
||
1. **Measure ΔS and λ**
|
||
- Compute ΔS(question, retrieved).
|
||
- If ΔS ≥ 0.60 or λ divergent, stop chain expansion.
|
||
|
||
2. **Clamp chain length**
|
||
- Split reasoning into ≤ 20 steps.
|
||
- Join segments with BBCR bridges.
|
||
|
||
3. **Variance control**
|
||
- Apply BBAM to enforce stable λ.
|
||
- Log ΔS every 200 tokens.
|
||
|
||
4. **Recover precision**
|
||
- Re-run with rerankers.
|
||
- Enforce strict [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md).
|
||
|
||
---
|
||
|
||
## Copy-Paste Probe
|
||
|
||
```
|
||
|
||
I uploaded TXT OS and the WFGY Problem Map.
|
||
|
||
My chain ran too long and entropy spiked.
|
||
ΔS = {value}, λ states = {→,←,×}, coverage = {value}.
|
||
|
||
Tell me:
|
||
|
||
1. Which layer collapsed?
|
||
2. Which WFGY fix page applies?
|
||
3. Minimal steps to clamp λ and restore ΔS ≤ 0.45.
|
||
4. One reproducible test to confirm stability.
|
||
|
||
```
|
||
|
||
---
|
||
|
||
## Escalation
|
||
|
||
- If ΔS ≥ 0.60 across 3 seeds → rebuild with semantic chunking checklist.
|
||
- If λ diverges after rerank and BBAM → apply [pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md).
|
||
- If coverage < 0.70 → re-embed and verify against [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.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 + <your question>” |
|
||
| **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 |
|
||
|
||
---
|
||
|
||
<!-- WFGY_FOOTER_START -->
|
||
|
||
### Explore More
|
||
|
||
| Layer | Page | What it’s for |
|
||
| --- | --- | --- |
|
||
| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
|
||
| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
|
||
| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
|
||
| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
|
||
| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
|
||
| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
|
||
| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
|
||
| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
|
||
| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
|
||
| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
|
||
| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
|
||
|
||
If this repository helped, starring it improves discovery so more builders can find the docs and tools.
|
||
[](https://github.com/onestardao/WFGY)
|
||
|
||
<!-- WFGY_FOOTER_END -->
|
||
|