# DevTools · Code AI — Global Fix Map A hub to stabilize IDE copilots and code-AI assistants without changing infra. Use this to jump to per-tool guardrails and verify fixes with the same acceptance targets. ## When to use this folder - IDE chat answers flip between runs or tabs. - Tool calls loop or stall after partial edits. - JSON blocks fail or come back as prose. - RAG answers look right by similarity yet cite the wrong place. - Long refactors drift after 20–40 reasoning steps. ## Acceptance targets - ΔS(question, retrieved) ≤ 0.45 - Coverage of target section ≥ 0.70 - λ stays convergent across 3 paraphrases and 2 seeds - E_resonance flat on long windows ## Quick routes to per-tool pages - GitHub Copilot: [github_copilot.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/github_copilot.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) - VS Code Copilot Chat: [vscode_copilot_chat.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/DevTools_CodeAI/vscode_copilot_chat.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) ## Map symptoms → structural fixes - Wrong-meaning hits despite high similarity → [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) - Citations do not line up with the returned section → [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) · [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) - Answers flip between sessions or file tabs → [context-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md) · [entropy-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md) - JSON mode breaks or tools accept prose → [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) · [prompt-injection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md) - Multi-agent or tool handoff stalls → [Multi-Agent_Problems.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Multi-Agent_Problems.md) · role drift deep dive → [multi-agent-chaos/role-drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/multi-agent-chaos/role-drift.md) - Hybrid retrievers worse than single → [patterns/pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md) · [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) ## Fix in 60 seconds 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 k and headers. If λ flips, lock schema and apply BBAM variance clamp. 3) **Apply modules** Retrieval drift → BBMC + [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) Reasoning collapse → BBCR bridge + BBAM + [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) Long-run dead ends → BBPF alternate paths 4) **Verify** Coverage ≥ 0.70 on 3 paraphrases. λ convergent on 2 seeds. ## Copy-paste prompt for IDE chat ``` I loaded TXT OS and the WFGY Problem Map. My code-AI issue: * symptom: \[one line] * traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ states across 3 paraphrases Tell me: 1. failing layer and why, 2. the exact WFGY page to open from this repo, 3. minimal steps to push ΔS ≤ 0.45 and keep λ convergent, 4. how to verify with a reproducible test. Use BBMC/BBPF/BBCR/BBAM where 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 + \” | | **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)** — > 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).
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)   [![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)   [![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)   [![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)   [![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)   [![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)   [![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)