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
• VS Code Copilot Chat: vscode_copilot_chat.md
• Cursor: cursor.md
• Sourcegraph Cody: sourcegraph_cody.md
• Codeium: codeium.md
• Tabnine: tabnine.md
• AWS CodeWhisperer: aws_codewhisperer.md
• JetBrains AI Assistant: 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
• End-to-end retrieval knobs: Retrieval Playbook
• Traceability schema: Retrieval Traceability
• Snippet and citation schema: Data Contracts
• Ordering and rerank: Rerankers
• Embedding vs meaning: Embedding ≠ Semantic
• Long chains: Context Drift, Entropy Collapse
• Prompt security: Prompt Injection
• Multi-agent: Multi-Agent Problems

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
• 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
• Citations mismatch or untraceable → Retrieval Traceability
• Payload schema drift → Data Contracts
• Hybrid retrieval worse than single → Pattern: Query Parsing Split, Rerankers
• Tool loop or agent handoff stalls → Multi-Agent Problems

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.

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🔗 Quick-Start Downloads (60 sec)

Tool	Link	3-Step Setup
WFGY 1.0 PDF	Engine Paper	1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>”
TXT OS (plain-text OS)	TXTOS.txt	1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly

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🧭 Explore More

Module	Description	Link
WFGY Core	WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack	View →
Problem Map 1.0	Initial 16-mode diagnostic and symbolic fix framework	View →
Problem Map 2.0	RAG-focused failure tree, modular fixes, and pipelines	View →
Semantic Clinic Index	Expanded failure catalog: prompt injection, memory bugs, logic drift	View →
Semantic Blueprint	Layer-based symbolic reasoning & semantic modulations	View →
Benchmark vs GPT-5	Stress test GPT-5 with full WFGY reasoning suite	View →
🧙‍♂️ Starter Village 🏡	New here? Lost in symbols? Click here and let the wizard guide you through	Start →

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