# Risk Register and Waivers — Guardrails and Fix Patterns
🧭 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 ensures **all known risks and temporary waivers** in AI pipelines are documented, owned, and auditable. Use this when risks are acknowledged but **not tracked, lack expiry, or are invisible to audits and downstream fixes**. --- ## When to use this page - Waivers are granted informally without expiry. - Known risks are not logged in a central register. - Incident or eval failures repeat due to ignored waivers. - Risk acceptance lacks linkage to Problem Map fixes. - Ownership for waivers or risks is missing. --- ## Acceptance targets - **100% of waivers** have an owner, rationale, and expiry date. - **All risks logged** in a register that maps back to Problem Map page. - **Coverage ≥ 0.95**: every model, dataset, prompt, eval has risk review. - **ΔS(question, retrieved) ≤ 0.45** for governed outputs with waivers. - **Immutable log** of all waivers linked to audit trail. --- ## Typical breakpoints and WFGY fix - **Waivers without expiry or owner** → [policy_baseline.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/policy_baseline.md) Require baseline policy: every waiver must expire and have an owner. - **Risks tracked but disconnected from fixes** → [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) Require mapping each risk to a Problem Map ID. - **Duplicate risks or missing register entries** → [audit_logs_and_traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Governance/audit_logs_and_traceability.md) Enforce immutable logs cross-checked with lineage. --- ## Minimal risk register schema | Field | Description | |-------|-------------| | **Risk ID** | Unique identifier (RR-YYYYMMDD-###) | | **Description** | Concise, technical summary of risk | | **Linked Problem Map Fix** | Which Problem Map No.X mitigates this | | **Owner** | Individual accountable for mitigation or acceptance | | **Expiry Date** | Mandatory review/renewal date | | **Status** | Open / Mitigated / Expired / Waived | | **Evidence Link** | Eval result, lineage log, or waiver doc | --- ## Example waiver entry ```markdown **Risk ID**: RR-2025-08-001 **Description**: Retrieval drift due to hybrid reranker instability. **Linked Problem Map Fix**: No.7 (Reranker drift) → [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) **Owner**: ML Ops lead (Alice K.) **Expiry Date**: 2025-09-30 **Status**: Waived (short-term) **Evidence**: Incident 2025-08-22, eval ΔS=0.58, coverage=0.66. Logged waiver until new reranker release. ```` --- ## Escalation policy * **Expired waivers auto-escalate** to governance board. * **Unowned risks** block model release. * **Mitigated risks** require validation: ΔS ≤ 0.45, λ convergent across 3 probes. * **Waiver renewals** must include evidence of attempted fix or mitigation. --- ### 🔗 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)