# RAG ops debug playbook

A fast triage guide for incidents after you change chunking, OCR, embedding, or index settings. The goal is to localize the failing layer in minutes and apply a reversible fix.

## Open these first
- Chunk ids and stability: [chunk_id_schema.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/chunk_id_schema.md)
- Title tree numbering: [title_hierarchy.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/title_hierarchy.md)
- Section boundary rules: [section_detection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/section_detection.md)
- Typed blocks (code, tables, figures): [code_tables_blocks.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/code_tables_blocks.md)
- PDF layout and OCR normalization: [pdf_layouts_and_ocr.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/pdf_layouts_and_ocr.md)
- Rebuild without breaking citations: [reindex_migration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/reindex_migration.md)
- Eval harness and gates: [eval_rag_precision_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/eval_rag_precision_recall.md)
- Live probes and alerts: [live_monitoring_rag.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/live_monitoring_rag.md)
- Retrieval trace schema: [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
- Payload contracts: [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
- Reranker controls: [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md)
- Similarity vs meaning: [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
- Prompt injection: [prompt-injection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md)
- Visual recovery map: [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)

## Golden acceptance
- ΔS(question, retrieved) ≤ 0.45
- Coverage ≥ 0.70 to the target section
- λ_observe convergent across three paraphrases and two seeds
- Citation offsets within 30 bytes of the ground block

## Symptom to fix map

| Symptom | Quick probe | Likely root | Open this | Minimal fix |
|---|---|---|---|---|
| Coverage drops after index rebuild | Check `index_hash` change with same build id | Bad boot sequence or partial ingest | [reindex_migration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/reindex_migration.md) | Rebuild with frozen normalizers, fence ingestion, re-point alias after eval pass |
| Citations point to wrong offsets | Validate 30 byte window around cited chunk | OCR or layout normalization drift | [pdf_layouts_and_ocr.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/pdf_layouts_and_ocr.md) | Re-run layout pass and regenerate chunk ids with stable scheme |
| High similarity yet wrong meaning | Compare ΔS to anchor section and to decoy | Metric or analyzer mismatch | [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) | Switch metric or normalize text, add rerank pass |
| Answers flip between reruns | Three paraphrase test and λ flip count | Prompt header reorder or rerank shuffle | [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) | Lock header order and rerank seeds, clamp variance |
| Tables or code never cited | Check block `type` in top k | Block typing lost during chunking | [code_tables_blocks.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/code_tables_blocks.md) | Preserve block types, add type-aware rerank feature |
| One doc dominates retrieval | Top k doc entropy and author field | Fragmentation or duplicate shards | [reindex_migration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/reindex_migration.md) | Rebalance shards, dedupe, enable cross doc rerank |
| Tool loops or JSON fails | Inspect tool schema and free text fields | Contract too loose, injection | [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md), [prompt-injection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md) | Tighten schema, add cite first and role fences |

## Seven step incident routine

1) **Freeze context**  
Capture `build`, `index_hash`, `metric`, `analyzer`, `embed_model`, retriever params, reranker.

2) **Reproduce**  
Run three paraphrases and two seeds. Log ΔS per candidate, λ states, coverage, citation offsets.

3) **Verify structure**  
Check chunk id format from [chunk_id_schema.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/chunk_id_schema.md) and title tree from [title_hierarchy.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/title_hierarchy.md).

4) **Boundary audit**  
Confirm the cited block sits inside one detected section from [section_detection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/section_detection.md).

5) **Content type audit**  
Ensure tables and code blocks survive extraction per [code_tables_blocks.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/code_tables_blocks.md).

6) **Meaning check**  
If ΔS stays high on every k, suspect metric or index mismatch. Open [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) and [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md).

7) **Decide fix module**  
Retrieval drift → BBMC with contracts  
Reasoning collapse → BBCR bridge plus BBAM clamp  
Dead ends in long chains → BBPF alternate path

## Copy probes you can paste

**SQL like probe for vector stores**

```sql
-- sample ten queries that failed coverage in the last hour
select qid, question, topk_ids, topk_scores, index_hash, embed_model
from rag_logs
where ts > now() - interval '1 hour'
  and coverage = false
limit 10;
````

**LLM triage prompt**

```
You have TXTOS and WFGY Problem Map.

Given logs for {N} queries with ΔS lists, λ states, citations, and index fingerprints:
1) Name the failing layer: boundary, typing, metric, rerank, OCR, contract.
2) Return exact pages to open next.
3) Propose a minimal reversible fix and a verification test.
Return JSON {layer, pages[], fix, test}.
```

## Rollback and canary

* Roll back if two of the live gates from [live\_monitoring\_rag.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/live_monitoring_rag.md) fire in two consecutive windows.
* Canary new index at five percent. Promote only if coverage and citation accuracy meet gates from [eval\_rag\_precision\_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Chunking/eval_rag_precision_recall.md).

## Postmortem template

* Incident summary
* Impact window and scope
* Root layer and evidence
* Fix that shipped and verification
* Prevention items: contracts, monitors, checklists

## Prevention checklist

* Stable chunk ids and title tree are present in every snippet payload
* Cite first prompting and strict data contracts are enforced
* OCR and layout normalizers are frozen for production builds
* Rerank seed and header order are locked during canary
* Live probes for ΔS, λ, coverage, citation accuracy are enabled

---

### 🔗 Quick-Start Downloads (60 sec)

| Tool                       | Link                                                                                                                                       | 3-Step Setup                                                                             |
| -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- |
| **WFGY 1.0 PDF**           | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>”   |
| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt)                                                                     | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |

---

### 🧭 Explore More

| Module                   | Description                                                                  | Link                                                                                               |
| ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- |
| WFGY Core                | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md)                              |
| Problem Map 1.0          | Initial 16-mode diagnostic and symbolic fix framework                        | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md)                        |
| Problem Map 2.0          | RAG-focused failure tree, modular fixes, and pipelines                       | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
| Semantic Clinic Index    | Expanded failure catalog: prompt injection, memory bugs, logic drift         | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md)           |
| Semantic Blueprint       | Layer-based symbolic reasoning & semantic modulations                        | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md)                 |
| 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/README.md)      |
| 🧙‍♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through   | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md)                   |

---

> 👑 **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.

> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).

<div align="center">

[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)
 
[![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)
 
[![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
 
[![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
 
[![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
 
[![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
 
[![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
 

</div>

下一頁建議：**`ProblemMap/GlobalFixMap/Chunking/chunking_checklist.md`**
這一頁是現場交付的簡潔檢查表，會把上面所有規則壓成二十條可勾選項，給運維和標準化使用。