# 📋 WFGY Problem Map

Welcome! This map lists every AI failure we’ve fixed —or are fixing — with the WFGY reasoning engine.  
TXT OS + WFGY exists to **turn critical AI bugs into reproducible, modular fixes**.  
Spot a gap? Open an Issue or PR—community feedback drives the next entries.

> **Vision**  
> Make “my AI went off the rails” as rare as a 500 error in production software.  
> Every solved failure below pushes us closer.

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## 📌 Navigation – Solved (or Tracked) AI Failure Modes

| Problem Domain | Description | Doc |
|----------------|-------------|-----|
| Hallucination & Chunk Drift | Retrieval brings wrong / irrelevant content | [hallucination.md](./hallucination.md) |
| Interpretation Collapse | Chunk is correct but logic fails | [retrieval-collapse.md](./retrieval-collapse.md) |
| Long Reasoning Chains | Model drifts across multi‑step tasks | [context-drift.md](./context-drift.md) |
| Bluffing / Overconfidence | Model pretends to know what it doesn’t | [bluffing.md](./bluffing.md) |
| Semantic ≠ Embedding | Cosine match ≠ true meaning | [embedding-vs-semantic.md](./embedding-vs-semantic.md) |
| Logic Collapse & Recovery | Dead‑end paths, auto‑reset logic | [symbolic-collapse.md](./symbolic-collapse.md) |
| Memory Breaks Across Sessions | Lost threads, no continuity | [memory-coherence.md](./memory-coherence.md) |
| Debugging is a Black Box | No visibility into failure path | [retrieval-traceability.md](./retrieval-traceability.md) |
| Entropy Collapse | Attention melts, incoherent output | [entropy-collapse.md](./entropy-collapse.md) |
| Creative Freeze | Outputs become flat, literal | [creative-freeze.md](./creative-freeze.md) |
| Symbolic Collapse | Abstract / logical prompts break model | [symbolic-collapse.md](./symbolic-collapse.md) |
| Philosophical Recursion | Self‑reference or paradoxes crash reasoning | [philosophical-recursion.md](./philosophical-recursion.md) |
| Multi‑Agent Chaos | Agents overwrite / misalign logic | [multi-agent-chaos.md](./multi-agent-chaos.md) |

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## 🎯 Status & Difficulty Matrix

| Problem | Difficulty* | Implementation |
|---------|-------------|----------------|
| Hallucination & Chunk Drift | Medium | ✅ Stable |
| Interpretation Collapse | High | ✅ Stable |
| Long Reasoning Chains | High | ✅ Stable |
| Bluffing / Overconfidence | High | ✅ Stable |
| Semantic ≠ Embedding | Medium | ✅ Stable |
| Logic Collapse & Recovery | Very High | ✅ Stable |
| Memory Breaks Across Sessions | High | ✅ Stable |
| Debugging Black Box | Medium | ✅ Stable |
| Entropy Collapse | High | ✅ Stable |
| Creative Freeze | Medium | ✅ Stable |
| Symbolic Collapse | Very High | ✅ Stable |
| Philosophical Recursion | Very High | ✅ Stable |
| Multi‑Agent Chaos | Very High | ✅ Stable |

\*Difficulty = gap between default LLM ability and a production‑ready fix; “Very High” means almost no off‑the‑shelf tool tackles it.

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### 🛠 How to Use These Docs

Each problem page covers:

1. **Symptoms** – what the failure looks like  
2. **Root Causes** – why standard pipelines break  
3. **Module Breakdown** – which WFGY parts fix it  
4. **Status & Examples** – code or demo you can run now  

Missing issue? Open an Issue or PR—real failure traces especially welcome.

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### 🧭 Specialized Maps

- [RAG Problem Table](./RAG_Problems.md) – focused list for retrieval‑augmented generation workflows

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### 🔗 Quick‑Start Downloads (60 sec)

| Tool | Link | 3‑Step Setup |
|------|------|--------------|
| **WFGY 1.0 PDF** | [Engine Paper](https://zenodo.org/records/15630969) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>” |
| **TXT OS (plain‑text OS)** | [TXTOS.txt](https://zenodo.org/records/15788557) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |

> **Like the project?** A ⭐ on GitHub is the best thank‑you.  
> ↩︎ [Back to WFGY Home](https://github.com/onestardao/WFGY)