# Retrieval Traceability — Snippet Integrity & Audit Trail
🧭 Quick Return to Map
> You are in a sub-page of **MemoryLongContext**.
> To reorient, go back here:
>
> - [**MemoryLongContext** — extended context windows and memory retention](./README.md)
> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
>
> Think of this page as a desk within a ward.
> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
Citations that look right can still hide silent drift.
This guardrail defines how to enforce **traceability schemas** so that every claim links back to a stable, reproducible snippet.
---
## When to use
- Answers cite a source but the snippet cannot be located.
- Two runs over the same corpus produce different citations.
- A fact is quoted but not aligned to any section anchor.
- Long-context threads degrade and snippets blur into paraphrase.
- Multi-agent systems pass partial context and lose attribution.
---
## Root causes
- **Orphan citations**: snippet ID missing or fabricated.
- **Boundary drift**: citation spans cross section joins.
- **Silent truncation**: tokens dropped at cut points.
- **Cache overwrite**: citation schema lost after session reload.
- **Free-text cites**: URLs or titles given without offsets.
---
## Core acceptance targets
- Each claim must include `snippet_id`, `section_id`, `start_line`, `end_line`, `source_url`.
- ΔS(question, retrieved) ≤ 0.45 overall.
- Joins between snippets ≤ 0.50 ΔS.
- λ convergent across 3 paraphrases.
- Audit trail reproducible from log alone.
---
## Structural fixes
- **Snippet table schema**
Require `{snippet_id | section_id | start_line | end_line | citation}`.
- **Fence joins**
Split at section boundaries. Reject cross-section reuse.
- **Trace log**
Store `{ΔS, λ_state, mem_rev, mem_hash}` per step.
- **Contract lock**
Apply [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) for payload validation.
---
## Fix in 60 seconds
1. **Enforce snippet table** with unique IDs and line ranges.
2. **Verify ΔS** across each join ≤ 0.50.
3. **Echo λ states** at retrieval, assembly, reasoning.
4. **Reject orphan claims** (no snippet_id).
5. **Log trail** so same inputs → same citations.
---
## Copy-paste prompt
```
You have TXT OS and the WFGY Problem Map.
Goal: Ensure every claim links to a reproducible snippet.
Protocol:
1. Build a Snippet Table {snippet\_id, section\_id, start\_line, end\_line, citation}.
2. Require cite-then-answer.
3. Forbid cross-section reuse.
4. If a claim has no snippet\_id, stop and request citation.
5. Report ΔS(question,retrieved), joins ΔS, and λ states.
6. Store {mem\_rev, mem\_hash, task\_id} for audit trail.
7. Answer only with snippets present in the table.
```
---
## Common failure signals
- Citations alternate across runs → missing trace schema.
- URL without offsets → orphan citation.
- Facts cited but no snippet_id → schema lock failed.
- Session reload erases citations → ghost cache in memory.
---
### 🔗 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 + \” |
| **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
| Layer | Page | What it’s for |
| --- | --- | --- |
| ⭐ Proof | [WFGY Recognition Map](/recognition/README.md) | External citations, integrations, and ecosystem proof |
| ⚙️ Engine | [WFGY 1.0](/legacy/README.md) | Original PDF tension engine and early logic sketch (legacy reference) |
| ⚙️ Engine | [WFGY 2.0](/core/README.md) | Production tension kernel for RAG and agent systems |
| ⚙️ Engine | [WFGY 3.0](/TensionUniverse/EventHorizon/README.md) | TXT based Singularity tension engine (131 S class set) |
| 🗺️ Map | [Problem Map 1.0](/ProblemMap/README.md) | Flagship 16 problem RAG failure taxonomy and fix map |
| 🗺️ Map | [Problem Map 2.0](/ProblemMap/wfgy-rag-16-problem-map-global-debug-card.md) | Global Debug Card for RAG and agent pipeline diagnosis |
| 🗺️ Map | [Problem Map 3.0](/ProblemMap/wfgy-ai-problem-map-troubleshooting-atlas.md) | Global AI troubleshooting atlas and failure pattern map |
| 🧰 App | [TXT OS](/OS/README.md) | .txt semantic OS with fast bootstrap |
| 🧰 App | [Blah Blah Blah](/OS/BlahBlahBlah/README.md) | Abstract and paradox Q&A built on TXT OS |
| 🧰 App | [Blur Blur Blur](/OS/BlurBlurBlur/README.md) | Text to image generation with semantic control |
| 🏡 Onboarding | [Starter Village](/StarterVillage/README.md) | Guided entry point for new users |
If this repository helped, starring it improves discovery so more builders can find the docs and tools.
[](https://github.com/onestardao/WFGY)
要直接開始 **data-contracts.md** 嗎?