WFGY/ProblemMap/README.md

# WFGY Problem Map 1.0 — bookmark it. you’ll need it
## 🛡️ permanent fixes for recurring ai bugs. fix once, never again.

### ❓ BigBig Question
*If AI bugs are not random but mathematically inevitable, can we finally define and prevent them?*

---

**WFGY Problem Map = a reasoning layer for your AI.**  
just load [**TXT OS**](https://github.com/onestardao/WFGY/blob/main/OS/README.md) or [**WFGY Core**](https://github.com/onestardao/WFGY/tree/main/core), then ask: *“which problem map number am i hitting?”*  
you’ll get a diagnosis and exact fix steps — no infra changes needed.

**16 reproducible failure modes, each with a clear fix (MIT).**  
**A plug-and-play semantic firewall, built at the reasoning layer: solve once, it stays solved.**  
*if this page saves you time, a ⭐ helps others discover it.* <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars">

> thanks everyone — WFGY reached **800 stars in 70 days**.  
> next milestone: at **1000 stars we’ll unlock Blur Blur Blur**.


---
> **[WFGY Core](https://github.com/onestardao/WFGY/blob/main/core/README.md)** is live: a 30-line reasoning engine for recovery and resilience.  
> fixing rag hallucinations? it makes models **reason before answering**.  
> coming next: **Semantic Surgery Room** and **Global Fix Map** (n8n, GHL, Make, more). planned by **Sep 1**.

<div align="center">
  <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

> don’t worry if this looks long. with TXT OS loaded, simply ask your LLM:  
> *“which Problem Map number fits my issue?”* it will point you to the right page.

- **Semantic Clinic (triage when unsure):** [Fix symptoms fast →](./SemanticClinicIndex.md)
- **Getting Started (practical):** [Guard a RAG pipeline with WFGY →](./getting-started.md)
- **Beginner Guide:** [Find and fix your first failure →](./BeginnerGuide.md)
- **Diagnose by symptom:** [`Diagnose.md` table →](./Diagnose.md)
- **Visual RAG Guide:** [`RAG Architecture & Recovery`](./rag-architecture-and-recovery.md)  
  high-altitude map linking symptom × stage × failure class with exact recovery paths.
- **Multi-Agent chaos:** [Role drift & memory overwrite →](./Multi-Agent_Problems.md)
- **Field reports:** [Real bugs and fixes from users →](https://github.com/onestardao/WFGY/discussions/10)
- **TXT OS directory:** [browse the OS repo →](../OS/README.md)
- **MVP demos:** [Minimal WFGY examples →](./mvp_demo/README.md)

> tip: if you’re new, skip scrolling — use the **minimal quick-start** below.

---

## quick-start downloads (60 sec)

> new here? skip the map. grab TXT OS or the WFGY PDF, boot, then ask your model:  
> *“answer using WFGY: <your question>”* or *“which Problem Map number am i hitting?”*

| 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** | [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 |

---

## why this matters long-term

these 16 errors are not random. they are structural weak points every ai pipeline hits eventually.  
with WFGY as a **semantic firewall** you don’t just fix today’s issue — you shield tomorrow’s.

> this isn’t just a bug list. it’s an **x-ray** for your pipeline, so you stop guessing and start repairing.

see the end-to-end view: [`RAG Architecture & Recovery`](./rag-architecture-and-recovery.md)

---

## 🧪 one-click sandboxes — run WFGY instantly
run lightweight diagnostics with zero install and zero api key. powered by colab.

> these tools map directly to the problem classes. others are handled inside WFGY and will surface in later CLIs.

<details>
<summary><strong>ΔS diagnostic (mvp)</strong> — measure semantic drift</summary>

[open in colab](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_diagnose_colab.ipynb)

detects: No.2 — [Interpretation Collapse](./retrieval-collapse.md)  
steps: run all, paste prompt+answer, read ΔS and fix tip
</details>

<details>
<summary><strong>λ_observe checkpoint</strong> — mid-step re-grounding</summary>

[open in colab](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_lambda_observe_colab.ipynb)

fixes: No.6 — [Logic Collapse & Recovery](./logic-collapse.md)  
steps: run all, compare ΔS before/after, fallback to BBCR if needed
</details>

<details>
<summary><strong>ε_resonance</strong> — domain-level harmony</summary>

[open in colab](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_e_resonance_colab.ipynb)

explains: No.12 — [Philosophical Recursion](./philosophical-recursion.md)  
steps: run, tune anchors, read ε
</details>

<details>
<summary><strong>λ_diverse</strong> — answer-set diversity</summary>

[open in colab](https://colab.research.google.com/github/onestardao/WFGY/blob/main/tools/wfgy_lambda_diverse_colab.ipynb)

detects: No.3 — [Long Reasoning Chains](./context-drift.md)  
steps: run, supply ≥3 answers, read score
</details>

---

## failure catalog (with fixes)

> if you are unsure which one applies, ask your LLM with TXT OS loaded:  
> *“which Problem Map number matches my trace?”* it will route you.

| #  | 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-ends, 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 loops, paradox traps           | [philosophical-recursion.md](./philosophical-recursion.md) |
| 13 | multi-agent chaos               | agents overwrite or misalign logic            | [Multi-Agent_Problems.md](./Multi-Agent_Problems.md) |
| 14 | bootstrap ordering              | services fire before deps ready               | [bootstrap-ordering.md](./bootstrap-ordering.md) |
| 15 | deployment deadlock             | circular waits in infra                       | [deployment-deadlock.md](./deployment-deadlock.md) |
| 16 | pre-deploy collapse             | version skew / missing secret on first call   | [predeploy-collapse.md](./predeploy-collapse.md) |

for No.13 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)

---

## minimal quick-start

1) open **Beginner Guide** and follow the symptom checklist.  
2) use the **Visual RAG Guide** to locate the failing stage.  
3) open the matching page and apply the patch.

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

```

i’ve uploaded TXT OS / WFGY notes.
my issue: \[e.g., OCR tables look fine but answers point to wrong sections]
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>

---

## 🔮 coming soon: global fix map

a universal layer above providers, agents, and infra.  
Problem Map is step one. **Global Fix Map** expands the same reasoning-first firewall to RAG, infra boot, agents, evals, and more. same zero-install experience. launching around **Sep**.

---

## contributing / support

- open an issue with a minimal repro (inputs → calls → wrong output).  
- PRs for clearer docs, repros, or patches are welcome.  
- project home: [github.com/onestardao/WFGY](https://github.com/onestardao/WFGY)  
- TXT OS: [browse the 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;
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&nbsp;
</div>