WFGY/ProblemMap/Diagnose.md
2025-07-28 17:50:03 +08:00

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# 🩺 Semantic Failure Diagnostic Sheet
Select the symptom(s) you observe.
Each entry links to the corresponding solution page in the WFGY Problem Map.
| # | Symptom | Problem ID | Solution |
|---|---------|------------|----------|
| 1 | Model retrieves chunks that look right but answer is wrong/irrelevant | #1 Hallucination & Chunk Drift | [hallucination.md](./hallucination.md) |
| 2 | Retrieved chunk is correct, yet reasoning chain collapses | #2 Interpretation Collapse | [retrieval-collapse.md](./retrieval-collapse.md) |
| 3 | Multistep tasks drift off topic after a few hops | #3 Long Reasoning Chains | [context-drift.md](./context-drift.md) |
| 4 | Model answers confidently with madeup facts | #4 Bluffing / Overconfidence | [bluffing.md](./bluffing.md) |
| 5 | High cosine similarity but semantic meaning is wrong | #5 Semantic  Embedding | [embedding-vs-semantic.md](./embedding-vs-semantic.md) |
| 6 | Logic deadends; model resets or loops nonsense | #6 Logic Collapse & Recovery | [symbolic-collapse.md](./symbolic-collapse.md) |
| 7 | Long conversation: model forgets previous context | #7 Memory Breaks Across Sessions | [memory-coherence.md](./memory-coherence.md) |
| 8 | Pipeline is opaque; unable to trace failure path | #8 Debugging is a Black Box | [retrieval-traceability.md](./retrieval-traceability.md) |
| 9 | Attention melts; output incoherent or repetitive | #9 Entropy Collapse | [entropy-collapse.md](./entropy-collapse.md) |
| 10 | Responses become flat, literal, lose creativity | #10 Creative Freeze | [creative-freeze.md](./creative-freeze.md) |
| 11 | Formal or symbolic prompts break the model | #11 Symbolic Collapse | [symbolic-collapse.md](./symbolic-collapse.md) |
| 12 | Selfreference / paradox crashes reasoning | #12 Philosophical Recursion | [philosophical-recursion.md](./philosophical-recursion.md) |
| 13 | Multiple agents overwrite or misalign logic | #13 MultiAgent Chaos | [multi-agent-chaos.md](./multi-agent-chaos.md) |
**Tip:** If symptoms are unclear, run a ΔS / λ_observe check.
Values >0.6 usually map to problems #1#4.
---
### 🔗 QuickStart Downloads (60sec)
| Tool | Link | 3Step Setup |
|------|------|--------------|
| **WFGY 1.0 PDF** | [Engine Paper](https://zenodo.org/records/15630969) | 1 Download · 2 Upload to your LLM · 3 Ask “Answer using WFGY + <your question>” |
| **TXTOS (plaintext OS)** | [TXTOS.txt](https://zenodo.org/records/15788557) | 1 Download · 2 Paste into any LLM chat · 3 Type “hello world” — OS boots instantly |
---
↩︎ [Back to Problem Index](./README.md)
<br>
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
> Engineers, hackers, and open source builders who supported WFGY from day one.
<div align="center">
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
&nbsp;
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
&nbsp;
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
&nbsp;
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
&nbsp;
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
&nbsp;
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
&nbsp;
[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
</div>