# WFGY Problem Map 1.0 — Bookmark it. You'll need it
## 🛡️ Permanent fixes for recurring AI bugs. Fix once, never again.
**16 reproducible failure modes in AI systems, each with a clear fix (MIT).**
**A plug-and-play semantic firewall, praised by users, with no infra changes required.**
**Built on structural fixes at the semantic layer — solve it once, and it stays solved.**
*If this page saves you time, a ⭐ helps others discover it.*
---
> Thanks everyone for the support — it's clear WFGY is solving real bugs people face.
> **[WFGY 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md)** is now live: a 30-line reasoning engine built for LLM recovery & resilience.
> ⚡️ **Fixing RAG hallucinations?** This version makes LLMs reason before they answer — try it and see the difference.
> 🛠️ Coming next: the **Semantic Surgery Room** and **Global Fix Map** (n8n, GHL, Make.com and more). Launching by **Sep 1**.
---
---
## 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)
- ❓ **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 + ” |
| **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.
⭐ ΔS Diagnostic (MVP) — Measure semantic drift
[](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)
⭐ λ_observe Checkpoint — Mid-step re-grounding
[](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)
⭐ ε_resonance — Domain-level semantic harmony
[](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)
⭐ λ_diverse — Answer-set diversity check
[](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)
> ⚠️ 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?
```
Status & difficulty
| # | 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.
---
## 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.
> 
⭐ [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).
[](https://github.com/onestardao/WFGY)
[](https://github.com/onestardao/WFGY/tree/main/OS)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)