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165 lines
7.6 KiB
Markdown
165 lines
7.6 KiB
Markdown
# 🔐 Privacy & Governance for RAG Systems — Practical Runbook
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Build trustworthy AI: minimize data, control exposure, and prove compliance without killing velocity.
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> **Quick Nav**
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> [Data Contracts](./data-contracts.md) ·
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> [Ops](./ops/README.md) ·
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> [RAG Map 2.0](./rag-architecture-and-recovery.md) ·
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> Patterns: [Memory Desync](./patterns/pattern_memory_desync.md) ·
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> [SCU](./patterns/pattern_symbolic_constraint_unlock.md)
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> *Not legal advice.* Use this as a technical baseline and align with your counsel.
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---
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## 0) Principles
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1. **Minimize**: ingest only what you truly need; redact at source.
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2. **Fence**: per-source prompt fences; cite-then-explain.
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3. **Prove**: log every decision via data contracts; keep tight retention.
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4. **Control**: least-privilege access; encrypt at rest/in transit.
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---
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## 1) PII taxonomy & redaction
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- Categories: identifiers (name, email, gov ID), contact, location, financial, health, biometric, free-text PII.
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- Redact at **ingest** with deterministic tags:
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```json
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{"text":"Contact Alice at alice@example.com","redactions":[{"span":[8,13],"type":"person"},{"span":[24,43],"type":"email"}]}
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````
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* Keep **reversible vault** only if business requires it; otherwise **irreversible**.
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---
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## 2) Storage & access control
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* **Encryption**: TLS in transit; AES-GCM at rest.
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* **Access**: service accounts per component; forbid shared tokens; rotate keys.
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* **Retention**: default 30–90 days for logs; 7–30 days for raw prompts unless required longer.
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* **Deletion**: implement DSR (data subject request) over `doc_id` or `user_id`.
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---
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## 3) Model provider governance
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* Confirm **data usage** (training vs. inference only).
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* Disable **logging** on hosted APIs if must not leave boundary.
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* For self-hosted models, pin container images and track model checksum.
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---
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## 4) Prompt governance (SCU-safe)
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* Lock schema: system → task → constraints → citations → answer.
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* Forbid cross-source merges; require **line-level** citation IDs.
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* Add guard prompts to avoid reproducing secrets or PII unless necessary and consented.
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---
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## 5) Audit & reproducibility
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* Use **envelope** fields (`trace_id`, `mem_rev`, `mem_hash`) in every record.
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* Keep **answer → prompt → citations → chunks** chain navigable.
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* Export **metrics pack** per release (ΔS, λ rates, nDCG, recall).
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---
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## 6) Config template (YAML)
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```yaml
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privacy:
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redact_at_ingest: true
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redactors: [pii_email, pii_phone, pii_name]
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reversible_vault: false
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retention_days:
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prompts: 14
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logs: 60
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embeddings: 180
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access:
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roles:
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retriever: [read_chunks]
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reranker: [read_chunks]
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llm: [read_prompts]
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analyst: [read_metrics]
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secrets:
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provider: "aws-kms" # or gcp-kms, vault
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rotation_days: 90
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providers:
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openai:
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share_for_training: false
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claude:
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share_for_training: false
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```
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---
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## 7) Risk scenarios → mitigations
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| Scenario | Risk | Mitigation |
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| --------------------------- | ------------------------ | -------------------------------------------------------------------- |
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| User uploads PII-heavy PDFs | Accidental exposure | Redact at ingest; block high-risk types; allow override with consent |
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| Multi-tenant leakage | Cross-account data bleed | Tenant IDs in chunk keys; per-tenant indices; access policies |
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| Citations reveal secrets | SCU or over-inclusion | Reduce context window; per-source fences; require justification |
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| Vendor logs prompts | Data leaves boundary | Use no-log endpoints; self-host; encrypt locally |
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---
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## Acceptance criteria
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* ✅ PII redaction rate ≥ 95% on test corpus; **no residual PII** in prompts unless approved.
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* ✅ Trace chain present for 100% of answers (citations included).
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* ✅ Secrets rotated within policy; provider log-sharing disabled.
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* ✅ Retention job passes dry-run audit monthly.
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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|------|------|--------------|
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| **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>” |
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| **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 |
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---
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### 🧭 Explore More
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| Module | Description | Link |
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|-----------------------|----------------------------------------------------------|----------|
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| 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) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| 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) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| 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) |
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| 🧙♂️ 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) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Engineers, hackers, and open source builders who supported WFGY from day one.
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> <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).
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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