# Governance — Global Fix Map A hub for governance controls around AI pipelines. Use this folder when failures are not infra or retrieval bugs, but breakdowns in **policy, approvals, lineage, or compliance**. Every page links to a structural WFGY fix and carries measurable acceptance targets so you can verify governance gates in under 60 seconds. --- ## When to use this folder - Policies are unclear or unenforced. - Prompts or models change without sign-off. - Data provenance is lost between documents, chunks, embeddings, and answers. - PII handling and minimization cannot be proven. - License or usage rights are ambiguous. - Audit trail or incident response is missing. --- ## Acceptance targets - Policy coverage ≥ 0.95 across datasets, prompts, models, and eval. - ΔS(question, retrieved) ≤ 0.45 for governed outputs. - Coverage ≥ 0.70 for target section in evals. - λ remains convergent across 3 paraphrases and 2 seeds. - Every waiver has expiry and owner. - Immutable audit logs joinable to lineage and approvals. --- ## Quick routes — per governance page - Policy baseline → [policy_baseline.md](./policy_baseline.md) - Roles and access (RBAC/ABAC) → [roles_and_access_rbac_abac.md](./roles_and_access_rbac_abac.md) - Data lineage and provenance → [data_lineage_and_provenance.md](./data_lineage_and_provenance.md) - PII handling and minimization → [pii_handling_and_minimization.md](./pii_handling_and_minimization.md) - License and dataset rights → [license_and_dataset_rights.md](./license_and_dataset_rights.md) - Prompt policy and change control → [prompt_policy_and_change_control.md](./prompt_policy_and_change_control.md) - Model governance: cards and releases → [model_governance_model_cards_and_releases.md](./model_governance_model_cards_and_releases.md) - Eval governance: gates and sign-off → [eval_governance_gates_and_signoff.md](./eval_governance_gates_and_signoff.md) - Audit and logging → [audit_and_logging.md](./audit_and_logging.md) - Audit logs and traceability → [audit_logs_and_traceability.md](./audit_logs_and_traceability.md) - Escalation and governance → [escalation_and_governance.md](./escalation_and_governance.md) - Ethics and bias mitigation → [ethics_and_bias_mitigation.md](./ethics_and_bias_mitigation.md) - Regulatory alignment → [regulatory_alignment.md](./regulatory_alignment.md) - Transparency and explainability → [transparency_and_explainability.md](./transparency_and_explainability.md) - Incident response and postmortems → [incident_response_and_postmortems.md](./incident_response_and_postmortems.md) - Risk register and waivers → [risk_register_and_waivers.md](./risk_register_and_waivers.md) --- ### 🔗 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)