WFGY/ProblemMap/README.md
2025-07-28 11:16:05 +08:00

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🧠 WFGY Problem → Module → Solution Map

This folder maps real-world AI reasoning failures — especially in RAG and agent systems — to the WFGY modules that solve them.

Each problem includes a dedicated .md page with symptoms, root causes, module breakdowns, and implementation status.


📌 Navigation: Solved AI Failure Modes

Problem Domain Description Link
🔹 Hallucination & Chunk Drift Wrong or irrelevant content from retrieved context hallucination.md
🔹 Interpretation Collapse Chunk is correct, but model cant reason properly interpretation-collapse.md
🔹 Long Reasoning Chains Model drifts across multi-step chains long-chain-drift.md
🔹 Bluffing / Overconfidence Model pretends to know what it doesnt knowledge-boundary.md
🔹 Semantic ≠ Embedding Cosine similarity doesnt mean logical match embedding-gap.md
🔹 Logic Collapse + Recovery System runs into a dead end without reset collapse-rebirth.md
🔹 Memory Breaks Across Sessions No continuity or traceability over time memory-break.md
🔹 Debugging is a Black Box Cant trace how/why a model failed tree-audit.md
🔹 Entropy Collapse Attention melts, content loses coherence entropy-collapse.md
🔹 Creative Freeze Model becomes boring, literal, unimaginative creative-freeze.md
🔹 Symbolic Collapse Model fails under abstract/logical structure symbolic-collapse.md
🔹 Philosophical Recursion Self-referential logic or paradoxes crash model philosophical-recursion.md
🔹 Multi-Agent Chaos Agents overwrite each other, lose memory/role multi-agent-chaos.md

⚒️ How These Docs Work

Each .md problem file includes:

  • 🧩 Problem description + failure symptoms
  • 🔍 Why current systems fail
  • 🧠 WFGY module(s) solving it
  • 🛠️ Implementation status
  • 🧪 Live examples

🧭 For RAG-specific issues:

→ See RAG_Problems.md for an aligned table format


🧰 Core Projects