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simaba/README.md

Hi, I'm Sima Bagheri 👋

AI Governance · Release Readiness · Enterprise AI Platforms · Multi-Agent Systems

Building trustworthy, auditable AI for regulated industries — healthcare, financial services, insurance, and government.

LinkedIn Medium NIST AI RMF

The Ecosystem

All repositories form an interconnected governance and reliability framework:

flowchart TD
    GOV[🏛️ governance-playbook\nEnd-to-end governance framework]
    REL[✅ release-checklist\nRelease gate CLI · pip install ai-release-checklist]
    NIST[📋 nist-rmf-guide\nNIST AI RMF practitioner guide]
    RELGOV[🔄 release-governance\nRelease lifecycle governance]
    ACC[🔍 accountability-patterns\nAccountability design patterns]
    MA[🕸️ multi-agent-governance\nMulti-agent oversight & trust]
    MAOP[⚙️ agent-orchestration\nOrchestration pattern catalog]
    EVAL[📊 agent-eval\nAgent evaluation dimensions]
    SIM[🧪 agent-simulator\nAgent behavior simulation]
    LSS[📈 lean-ai-ops\nAI Process Excellence · Lean Six Sigma]
    STARTER[🚀 regulated-ai\nTemplate repo for regulated AI teams]
    PRISM[⭐ ai-prism\nPRISM · Curated governance resources]

    GOV --> REL
    GOV --> NIST
    NIST --> RELGOV
    RELGOV --> REL
    GOV --> ACC
    ACC --> MA
    MA --> MAOP
    MA --> EVAL
    EVAL --> SIM
    SIM --> LSS
    GOV --> STARTER
    PRISM -.->|curates| GOV
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Featured Repositories

Governance & Risk

Area Repository What it solves
Organizational Governance governance-playbook End-to-end AI governance framework — policies, roles, NIST AI RMF implementation
NIST AI RMF nist-rmf-guide Practitioner guide to NIST AI RMF with EU AI Act cross-reference
Accountability accountability-patterns Design patterns for human oversight, transparency, and redress

Release & Deployment

Area Repository What it solves
Release Gates release-checklist YAML-based release checklist + airc CLI · pip install ai-release-checklist
Release Lifecycle release-governance Full release lifecycle governance — from development through retirement
Starter Template regulated-ai GitHub template: governance docs + CI gates ready to use

Multi-Agent & Evaluation

Area Repository What it solves
Multi-Agent Governance multi-agent-governance Oversight, trust models, and accountability for multi-agent AI
Orchestration agent-orchestration Routing, delegation, validation, and failure handling patterns
Agent Evaluation agent-eval Evaluation dimensions and scenarios for production AI agents
Simulation agent-simulator Simulate agent behavior and failure modes before deployment
Process Excellence lean-ai-ops AI Process Excellence Engine — DMAIC with Black Belt analytics

Resources

Area Repository What it solves
Curated Resources ai-prism PRISM — 50+ curated governance frameworks, tools, regulations, and communities

Open-Source Tools

# Validate AI release readiness from the command line
pip install ai-release-checklist

airc init --industry healthcare     # Generate a HIPAA-aware checklist
airc validate release-checklist.yaml  # Check all gates
airc report release-checklist.yaml --format markdown  # Generate report

Building in the open. All frameworks are MIT licensed and free to use. Discussions · LinkedIn · Medium

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  1. release-governance release-governance Public

    A practical framework for AI release readiness, risk-based gating, accountability design, and operational control in regulated or safety-critical systems.

    Python

  2. accountability-patterns accountability-patterns Public

    A practical pattern library for designing human accountability, escalation logic, ownership models, and intervention paths into AI-enabled systems.

    Mermaid

  3. governance-playbook governance-playbook Public

    An end-to-end playbook for enterprise AI governance covering intake, prioritization, release, monitoring, and continuous improvement.

  4. release-checklist release-checklist Public

    A practical, risk-tiered checklist framework for AI release readiness, with reusable configs and a lightweight evaluation CLI.

    Python

  5. ai-prism ai-prism Public

    A curated list of AI governance frameworks, tools, regulations, and resources for responsible AI deployment

  6. nist-rmf-guide nist-rmf-guide Public

    A practitioner's guide to implementing the NIST AI Risk Management Framework — with code examples, checklists, and templates