# Compliance — Enterprise Knowledge Governance
🧭 Quick Return to Map
> You are in a sub-page of **Enterprise_Knowledge_Gov**.
> To reorient, go back here:
>
> - [**Enterprise_Knowledge_Gov** — corporate knowledge management and governance](./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.
Guardrails and fix patterns for aligning enterprise knowledge management with legal, regulatory, and internal compliance requirements. Use this page when retrieval, storage, or reasoning drifts into non-compliant outputs even though the raw system looks healthy.
---
## When to use this page
- Retrieved snippets contain PII or sensitive records without redaction.
- AI answers include restricted regulatory clauses without context.
- Citations point to outdated compliance frameworks (e.g., GDPR 2016 vs 2021).
- Access logs show gaps in provenance or audit trails.
- External connectors sync content that violates retention policy.
---
## Core acceptance targets
- ΔS(question, retrieved) ≤ 0.45 within compliant scope.
- Coverage ≥ 0.70 for allowed data, <0.05 for redacted or forbidden scopes.
- λ convergent across three paraphrases and two seeds.
- Every snippet carries `compliance_tag`, `retention_scope`, and `audit_hash`.
---
## Typical compliance problems → exact fix
| Symptom | Likely cause | Open this |
|---------|--------------|-----------|
| Leaked PII (emails, phone numbers) | No compliance redaction contract | [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md), [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
| Citations reference outdated law text | Missing version control on KB | [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.md) |
| Audit trail gaps | Index or connector does not log hashes | [bootstrap-ordering.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/bootstrap-ordering.md) |
| Over-redaction (useful data removed) | Regex-only redactors collapse semantics | [logic-collapse.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) |
---
## Fix in 60 seconds
1. **Check ΔS** against compliant anchor text.
2. **Validate snippet contracts**: enforce `{snippet_id, compliance_tag, retention_scope, audit_hash}`.
3. **Rebuild compliance filter**: replace regex-only redaction with semantic filters.
4. **Re-index with version locks** for regulatory text.
5. **Verify λ stability** across paraphrases within compliant sections only.
---
## Copy-paste schema (YAML)
```yaml
snippet_id: "KB-98231"
section_id: "SEC-77"
compliance_tag: "gdpr_2021"
retention_scope: "7_years"
audit_hash: "sha256:..."
text: "..."
````
---
## Escalate when
* ΔS ≥ 0.60 persists after re-index and contract rebuild.
* Sensitive snippets reappear across paraphrases.
* Legal team confirms regulatory mismatch.
Escalation path: rebuild with [eval\_rag\_precision\_recall.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/eval/eval_rag_precision_recall.md) and audit via [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md).
---
### 🔗 Quick-Start Downloads
| 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.
> 
⭐ [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).
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