# Roles and Access (RBAC / ABAC) — Guardrails and Fix Pattern
🧭 Quick Return to Map
> You are in a sub-page of **Governance**. > To reorient, go back here: > > - [**Governance** — policy enforcement and compliance controls](./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.
This page defines **role-based access control (RBAC)** and **attribute-based access control (ABAC)** guardrails for AI pipelines. Without explicit access boundaries, LLMs may read from unintended sources, leak sensitive data, or bypass audit policy. --- ## When to use this page - Your RAG or agent stack integrates multiple data stores with different sensitivity levels. - You cannot trace **who accessed what** across prompts, embeddings, or tool calls. - Evaluation runs fail because different users see different knowledge bases. - Compliance requires proof of **least privilege** but no policy schema exists. --- ## Acceptance targets - 100% of RAG data calls tagged with `role` or `attribute` context. - Coverage ≥ 0.95 of sensitive datasets behind access boundaries. - Audit trails record `who`, `what`, `when`, `ΔS`, `λ_state`. - Role drift probes show λ remains convergent across 3 paraphrases. - Exceptions logged with owner and expiry date. --- ## Common failures → exact fixes | Symptom | Likely cause | Open this | |---------|--------------|-----------| | Agents fetch data beyond allowed scope | missing RBAC fences | [policy_baseline.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/policy_baseline.md) | | Two users get different citations | inconsistent ABAC checks | [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) | | Logs don’t show who triggered retrieval | no role injection | [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) | | Role drift causes schema injection | misplaced role attributes | [prompt-injection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/prompt-injection.md) | | Sensitive snippets leak in chains | missing attribute check | [pii_handling_and_minimization.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/pii_handling_and_minimization.md) | --- ## Fix in 60 seconds 1. **Attach context** Every retrieval call carries `{role, attribute_set, index_hash, ΔS, λ_state}`. 2. **Enforce least privilege** Roles map to dataset groups. Attributes refine down (e.g. geography, project). 3. **Log every decision** Audit trail logs query, ΔS, λ state, role, attributes, and snippet ids. 4. **Probe role drift** Run 3 paraphrases per role. If λ flips, enforce schema lock. --- ## Minimal copy-paste checklist - [ ] Define roles (admin, annotator, auditor, agent). - [ ] Define attributes (region, dataset sensitivity, project scope). - [ ] Attach `{role, attr}` to all tool and retrieval calls. - [ ] Enforce least privilege at ingestion and retrieval. - [ ] Log ΔS and λ_state by role. - [ ] Review and expire waivers. --- ### 🔗 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. [![GitHub Repo stars](https://img.shields.io/github/stars/onestardao/WFGY?style=social)](https://github.com/onestardao/WFGY) 要我直接繼續幫你生出來嗎?