# Retrieval Traceability — Snippet Integrity & Audit Trail 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 | 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. > 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).
[![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)  
要直接開始 **data-contracts.md** 嗎？