WFGY/ProblemMap/GlobalFixMap/DevTools_CodeAI

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
• Cursor: cursor.md
• Sourcegraph Cody: sourcegraph_cody.md
• VS Code Copilot Chat: vscode_copilot_chat.md
• Codeium: codeium.md
• Tabnine: tabnine.md
• AWS CodeWhisperer: aws_codewhisperer.md
• JetBrains AI Assistant: jetbrains_ai_assistant.md

Map symptoms → structural fixes

• Wrong-meaning hits despite high similarity
  → embedding-vs-semantic.md
• Citations do not line up with the returned section
  → retrieval-traceability.md · data-contracts.md
• Answers flip between sessions or file tabs
  → context-drift.md · entropy-collapse.md
• JSON mode breaks or tools accept prose
  → logic-collapse.md · prompt-injection.md
• Multi-agent or tool handoff stalls
  → Multi-Agent_Problems.md · role drift deep dive → multi-agent-chaos/role-drift.md
• Hybrid retrievers worse than single
  → patterns/pattern_query_parsing_split.md · 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
   Reasoning collapse → BBCR bridge + BBAM + 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	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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