WFGY/ProblemMap/GlobalFixMap/DevTools_CodeAI/README.md

# DevTools: Code AI — Global Fix Map

A small hub to stabilize IDE code assistants without touching your infra. Use this to jump to the right per-tool page, then verify fixes with measurable targets.

## Quick routes (per tool)

- GitHub Copilot: [github_copilot.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/github_copilot.md)
- VS Code Copilot Chat: [vscode_copilot_chat.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/vscode_copilot_chat.md)
- Cursor: [cursor.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/cursor.md)
- Sourcegraph Cody: [sourcegraph_cody.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/sourcegraph_cody.md)
- Codeium: [codeium.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/codeium.md)
- Tabnine: [tabnine.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/tabnine.md)
- AWS CodeWhisperer: [aws_codewhisperer.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/aws_codewhisperer.md)
- JetBrains AI Assistant: [jetbrains_ai_assistant.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/jetbrains_ai_assistant.md)

## When to use this folder

* IDE plugins misalign during RAG integration: results show high similarity but the semantics are wrong.
* JSON tools return inconsistently: objects fluctuate between valid and broken.
* Multi-step generation runs too long, and answers flip across different executions.
* Local fragments are correctly selected, but citations don’t match the actual paragraphs.
* After multiple agents hand over tasks, memory namespaces conflict or overwrite each other.

## Open these first

- Visual map and recovery: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)  
- End-to-end retrieval knobs: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)  
- Traceability schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)  
- Snippet and citation schema: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)  
- Ordering and rerank: [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)  
- Embedding vs meaning: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)  
- Long chains: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md)  
- Prompt security: [Prompt Injection](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)  
- Multi-agent: [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md)

## Acceptance targets

- ΔS(question, retrieved) ≤ 0.45  
- Coverage ≥ 0.70 to the target section  
- λ remains convergent across 3 paraphrases and 2 seeds  
- E_resonance stays flat on long windows

## 60-second fix checklist

1) **Measure ΔS**  
Compute ΔS(question, retrieved) and ΔS(retrieved, expected anchor). Stable < 0.40, transitional 0.40–0.60, risk ≥ 0.60.

2) **Probe λ_observe**  
Vary top-k and prompt headers. If λ flips, lock the schema and clamp with BBAM.

3) **Apply the module**  
- Retrieval drift → BBMC + [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)  
- Reasoning collapse → BBCR bridge + BBAM  
- Dead ends in long runs → BBPF alternate paths

4) **Verify**  
Coverage ≥ 0.70 on three paraphrases. λ convergent on two seeds.

## Map symptoms → structural fixes

- Wrong-meaning with high similarity → [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)  
- Citations mismatch or untraceable → [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)  
- Payload schema drift → [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)  
- Hybrid retrieval worse than single → [Pattern: Query Parsing Split](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md), [Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)  
- Tool loop or agent handoff stalls → [Multi-Agent Problems](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md)

## Copy-paste prompt for IDE chat

```

I uploaded TXT OS and WFGY Problem Map.
My IDE assistant issue:

* symptom: \[brief]
* traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ across 3 paraphrases

Tell me:

1. failing layer and why,
2. which WFGY page to open,
3. minimal steps to push ΔS ≤ 0.45 and keep λ convergent,
4. a reproducible test to verify.
   Use BBMC, BBPF, BBCR, BBAM when relevant.

```

---

### 🔗 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 |

---

### 🧭 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) |
| 🧙‍♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |

---

> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —  
> <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>