WFGY/ProblemMap/README.md

# WFGY Problem Map 1.0 — Bookmark it. You'll need it.  
**16 reproducible failure modes in AI systems — with fixes (MIT).**  
*If this page saves you time, a ⭐ helps others find it.*  
**Your plug-and-play semantic firewall — praised by users, no infra changes needed.**  

---
> Thanks everyone — we’ve just passed ⭐ 600 in 60 Days (we started at Jun 15).  
> Most people who find this page end up starring it — because WFGY solves real bugs.  
> **[WFGY Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)** is now live — the world’s tiniest reasoning engine (30-line TXT with Drunk Transformer).  
> Truly appreciate all the support — you made this happen! Read user feedback: [Hero Log](https://github.com/onestardao/WFGY/discussions/10)  
> ⚡️ **Fixing RAG hallucinations?** This WFGY Core was designed to make LLMs _reason first_ — grab it and see the difference.

---

<div align="center">
  <!-- keep one visual; remove if you prefer text-only -->
  <img src="https://github.com/onestardao/WFGY/raw/main/OS/images/tree-semantic-memory.gif"
       alt="Semantic memory & reasoning fix in action"
       width="100%" style="max-width:900px" loading="lazy">
</div>

---

## Quick access

- 🏥 **Semantic Clinic (AI Triage Hub):** [Fix symptoms when you don’t know what’s broken →](./SemanticClinicIndex.md)
- 🚀 **Getting Started (Practical Implementation):** [Run a guarded RAG pipeline with WFGY →](./getting-started.md)
- **Beginner Guide:** [Identify & fix your first failure](./BeginnerGuide.md)
- **Diagnose by symptom:** [Fast triage table → `Diagnose.md`](./Diagnose.md)
- **Visual RAG Guide (multi-dimensional):** [`RAG Architecture & Recovery – Problem Map 2.0`](./rag-architecture-and-recovery.md) — high-altitude view linking symptom × pipeline stage × failure class, with the exact recovery path.
- **Multi-Agent Chaos (Map-B):** [Role Drift & Memory Overwrite →](./Multi-Agent_Problems.md)
- **Field Reports:** [Real bugs & fixes from users](https://github.com/onestardao/WFGY/discussions/10)
- **TXT OS directory:** [Browse the OS repo](../OS/README.md)
- 🧩 **MVP Demos:** [Run minimal WFGY examples in `mvp_demo` →](./mvp_demo/README.md)

<!-- New reference links -->
- ❓ **FAQ:** [Common questions & gotchas →](./faq.md)
- 🔎 **Retrieval Playbook:** [Practical fixes before changing models →](./retrieval-playbook.md)
- 🧮 **Rerankers:** [When & how to use them →](./rerankers.md)
- 📑 **Data Contracts:** [Snippets / citations / memory schema →](./data-contracts.md)
- 📚 **Glossary:** [WFGY & RAG terms →](./glossary.md)
- 🌍 **Multilingual Guide:** [CJK/RTL & cross-lingual RAG →](./multilingual-guide.md)
- 🔐 **Privacy & Governance:** [Auditability & policy guardrails →](./privacy-and-governance.md)

> 📌 This map isn’t just a list of bugs. It’s a diagnostic framework — a semantic X-ray for AI failure.  
> Each entry represents a *systemic breakdown* across input, retrieval, or reasoning.  
> WFGY doesn’t patch symptoms. It restructures the entire reasoning chain.

---

## 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) | 1) Download  2) Upload to your LLM  3) Ask: “answer using WFGY + <your question>” |
| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1) Download  2) Paste into any LLM chat  3) Type “hello world” to boot |

---

## 🧪 One-click sandboxes — run WFGY instantly

Run lightweight diagnostics with **zero install**, **zero API key**. Powered by Colab.

> These 4 CLI tools demonstrate WFGY's diagnostic power — each maps directly to one of the 16 failure modes. 
> Other problems (like deployment bugs or reasoning collapse) are already handled inside WFGY,  
> but are not exposed as CLI yet — either because they require full context, or operate at system level.  
> More tools coming soon.

<details>
<summary><strong>⭐ ΔS Diagnostic (MVP)</strong> — Measure semantic drift</summary>

<br>

[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_diagnose_colab.ipynb)

> **How to use**  
> 1. Click the badge ▸ Runtime ▸ Run all  
> 2. Replace `prompt` and `answer`  
> 3. See ΔS score and suggested fix  
>
> **What it detects:**  
> No.2 – [Interpretation Collapse](./retrieval-collapse.md)  
> (Prompt and output look fine, but meaning is mismatched)

</details>

<details>
<summary><strong>⭐ λ_observe Checkpoint</strong> — Mid-step re-grounding</summary>

<br>

[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_lambda_observe_colab.ipynb)

> **How to use**  
> 1. Run all cells  
> 2. Edit `prompt`, `step1`, `step2`  
> 3. Compare ΔS before vs after  
>
> If ΔS drops → checkpoint worked  
> If not → try BBCR fallback  
>
> **What it fixes:**  
> No.6 – [Logic Collapse & Recovery](./logic-collapse.md)  
> (Multi-step reasoning veers off and needs semantic midpoints)

</details>

<details>
<summary><strong>⭐ ε_resonance</strong> — Domain-level semantic harmony</summary>

<br>

[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_e_resonance_colab.ipynb)

> **How to use**  
> 1. Run all cells  
> 2. Edit `prompt` and `answer`  
> 3. Optionally update the `anchors` list  
>
> Higher ε → deeper resonance with domain anchors  
>
> **What it explains:**  
> No.12 – [Philosophical Recursion](./philosophical-recursion.md)  
> (Looping abstraction caused by mismatched domains)

</details>

<details>
<summary><strong>⭐ λ_diverse</strong> — Answer-set diversity check</summary>

<br>

[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_lambda_diverse_colab.ipynb)

> **How to use**  
> 1. Run all cells  
> 2. Fill in `prompt` and `answers` (≥ 3 examples)  
> 3. See λ_diverse score  
>
> Low (≤ 0.40) — near duplicates  
> Medium (0.40–0.70) — partial variety  
> High (≥ 0.70) — rich semantic variation  
>
> **What it detects:**  
> No.3 – [Long Reasoning Chains](./context-drift.md)  
> (Early steps diverge silently across variants)

</details>

> ⚠️ Warning ⚠️ These tools may trigger existential reflection — especially if you've spent months chasing ghost bugs in your RAG stack. 

---

## Failure catalog (with fixes)

| #  | Problem Domain                  | What breaks                                   | Doc |
|----|---------------------------------|-----------------------------------------------|-----|
| 1  | Hallucination & Chunk Drift     | Retrieval returns wrong/irrelevant content    | [hallucination.md](./hallucination.md) |
| 2  | Interpretation Collapse         | Chunk is right, logic is wrong                | [retrieval-collapse.md](./retrieval-collapse.md) |
| 3  | Long Reasoning Chains           | Drifts across multi-step tasks                | [context-drift.md](./context-drift.md) |
| 4  | Bluffing / Overconfidence       | Confident but unfounded answers               | [bluffing.md](./bluffing.md) |
| 5  | Semantic ≠ Embedding            | Cosine match ≠ true meaning                   | [embedding-vs-semantic.md](./embedding-vs-semantic.md) |
| 6  | Logic Collapse & Recovery       | Dead-end paths; needs controlled reset        | [logic-collapse.md](./logic-collapse.md) |
| 7  | Memory Breaks Across Sessions   | Lost threads, no continuity                   | [memory-coherence.md](./memory-coherence.md) |
| 8  | Debugging is a Black Box        | No visibility into failure path               | [retrieval-traceability.md](./retrieval-traceability.md) |
| 9  | Entropy Collapse                | Attention melts, incoherent output            | [entropy-collapse.md](./entropy-collapse.md) |
| 10 | Creative Freeze                 | Flat, literal outputs                         | [creative-freeze.md](./creative-freeze.md) |
| 11 | Symbolic Collapse               | Abstract/logical prompts break                | [symbolic-collapse.md](./symbolic-collapse.md) |
| 12 | Philosophical Recursion         | Self-reference/paradoxes crash reasoning      | [philosophical-recursion.md](./philosophical-recursion.md) |
| 13 | **Multi-Agent Chaos**           | Agents overwrite/misalign logic               | **[Multi-Agent Problems](./Multi-Agent_Problems.md)** |
| 14 | Bootstrap Ordering              | Services fire before deps ready               | [bootstrap-ordering.md](./bootstrap-ordering.md) |
| 15 | Deployment Deadlock             | Circular waits (index⇆retriever, DB⇆migrator) | [deployment-deadlock.md](./deployment-deadlock.md) |
| 16 | Pre-Deploy Collapse             | Version skew / missing secret on first call   | [predeploy-collapse.md](./predeploy-collapse.md) |

> For #13 (Multi-Agent), see deep dives:  
> • **Role Drift** → [`multi-agent-chaos/role-drift.md`](./multi-agent-chaos/role-drift.md)  
> • **Cross-Agent Memory Overwrite** → [`multi-agent-chaos/memory-overwrite.md`](./multi-agent-chaos/memory-overwrite.md)

---

## Why these 16 errors were solvable
WFGY does not just react; it gives **semantic altitude**. Core tools `ΔS`, `λ_observe`, and `e_resonance` help detect, decode, and defuse collapse patterns from **outside** the maze.

**See the pipeline and recovery end-to-end:**  
→ [`RAG Architecture & Recovery`](./rag-architecture-and-recovery.md)

---

## Problem Maps Index (Map-A … Map-G)
These short IDs let you route quickly in issues/PRs/support threads.

| Map ID | Map Name                     | Linked Issues        | Focus                                          | Link |
|-------:|------------------------------|----------------------|------------------------------------------------|------|
| Map-A  | RAG Problem Table            | #1, #2, #3, #5, #8   | Retrieval-augmented generation failures        | [View](./RAG_Problems.md) |
| Map-B  | **Multi-Agent Chaos Map**    | #13                  | Coordination failures, role drift, memory overwrite | [View](./Multi-Agent_Problems.md) |
| Map-C  | Symbolic & Recursive Map     | #11, #12             | Symbolic logic traps, abstraction, paradox     | [View](./Symbolic_Logic_Problems.md) |
| Map-D  | Logic Recovery Map           | #6                   | Dead-end logic, reset loops, controlled recovery | [View](./logic-collapse.md) |
| Map-E  | Long-Context Stress Map      | #3, #7, #10          | 100k-token memory, noisy PDFs, long-task drift | [View](./LongContext_Problems.md) |
| Map-F  | Safety Boundary Map          | #4, #8               | Overconfidence, jailbreak resistance, traceability | [View](./Safety_Boundary_Problems.md) |
| Map-G  | Infra Boot Map               | #14–#16              | Ordering, boot loops, version skew, deadlocks  | [View](./Infra_Boot_Problems.md) |

---

## Minimal quick-start
1. Open **Beginner Guide** → follow the symptom checklist.  
2. Use the **Visual RAG Guide** to locate the failing stage.  
3. Open the matching page above and apply the patch.  
   _Need definitions or common pitfalls?_ See **[FAQ](./faq.md)** · **[Glossary](./glossary.md)** · **[Data Contracts](./data-contracts.md)** · **[Retrieval Playbook](./retrieval-playbook.md)**.

Ask any LLM to apply WFGY (TXT OS makes it smoother):
```

I’ve uploaded TXT OS / WFGY notes.
My issue: \[e.g., OCR tables from scanned PDFs look fine but answers are wrong].
Which WFGY modules should I apply and in what order?

```

<details>
<summary><strong>Status & difficulty</strong></summary>

| #  | Problem                         | Difficulty* | Implementation |
|----|---------------------------------|-------------|----------------|
| 1  | Hallucination & Chunk Drift     | Medium      | ✅ Stable |
| 2  | Interpretation Collapse         | High        | ✅ Stable |
| 3  | Long Reasoning Chains           | High        | ✅ Stable |
| 4  | Bluffing / Overconfidence       | High        | ✅ Stable |
| 5  | Semantic ≠ Embedding            | Medium      | ✅ Stable |
| 6  | Logic Collapse & Recovery       | Very High   | ✅ Stable |
| 7  | Memory Breaks Across Sessions   | High        | ✅ Stable |
| 8  | Debugging Black Box             | Medium      | ✅ Stable |
| 9  | Entropy Collapse                | High        | ✅ Stable |
| 10 | Creative Freeze                 | Medium      | ✅ Stable |
| 11 | Symbolic Collapse               | Very High   | ✅ Stable |
| 12 | Philosophical Recursion         | Very High   | ✅ Stable |
| 13 | Multi-Agent Chaos               | Very High   | ✅ Stable |
| 14 | Bootstrap Ordering              | Medium      | ✅ Stable |
| 15 | Deployment Deadlock             | High        | ⚠️ Beta |
| 16 | Pre-Deploy Collapse             | Medium-High | ✅ Stable |

\*Distance from default LLM behavior to a production-ready fix.
</details>

---

## Contributing / support
- Open an **Issue** with a minimal repro (inputs → calls → wrong output).  
- PRs for clearer docs, repros, or patches are welcome.  
- WFGY Project home: [github.com/onestardao/WFGY](https://github.com/onestardao/WFGY)  
- TXT OS: [github.com/onestardao/WFGY/tree/main/OS](https://github.com/onestardao/WFGY/tree/main/OS)  
- If this map helped you, a ⭐ helps more devs find it.

---

### 🧭 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) |

---

> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —  
> Engineers, hackers, and open source builders who supported WFGY from day one.

> <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).

<div align="center">

[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
&nbsp;
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
&nbsp;
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
&nbsp;
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
&nbsp;
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
&nbsp;
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
&nbsp;
[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
&nbsp;
</div>