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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 can’t 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 doesn’t | knowledge-boundary.md |
| 🔹 Semantic ≠ Embedding | Cosine similarity doesn’t 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 | Can’t 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