# 🩺 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 | Multi‑step tasks drift off topic after a few hops | #3 Long Reasoning Chains | [context-drift.md](./context-drift.md) |
| 4 | Model answers confidently with made‑up 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 dead‑ends; 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 | Self‑reference / paradox crashes reasoning | #12 Philosophical Recursion | [philosophical-recursion.md](./philosophical-recursion.md) |
| 13 | Multiple agents overwrite or misalign logic | #13 Multi‑Agent Chaos | [multi-agent-chaos.md](./multi-agent-chaos.md) |
| 14 | System runs but outputs nothing; no visible error | #14 Bootstrap Ordering Failure | [bootstrap-ordering.md](./bootstrap-ordering.md) |
| 15 | System never enters expected state; all actions silently fail | #15 Deployment Deadlock | [deployment-deadlock.md](./deployment-deadlock.md) |
| 16 | Output responds with surface data, but no logic runs behind it | #16 Pre‑Deploy Collapse | [predeploy-collapse.md](./predeploy-collapse.md) |
**Tip:** If symptoms are unclear, run a ΔS / λ_observe check.
Values > 0.6 usually map to problems #1–#4.
---
### 🔗 Quick‑Start Downloads (60 sec)
| Tool | Link | 3‑Step Setup |
|------|------|--------------|
| **WFGY 1.0 PDF** | [Engine Paper](https://zenodo.org/records/15630969) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + <your question>” |
| **TXT OS (plain‑text OS)** | [TXTOS.txt](https://zenodo.org/records/15788557) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
---
↩︎ [Back to Problem Index](./README.md)
---
### 🧭 Explore More
| Module | Description | Link |
|-----------------------|----------------------------------------------------------|----------|
| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint) |
| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5) |
| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](./SemanticClinicIndex.md) |
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> 
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