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README.md

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-# .github
+# AI-Governance-Lab
+
+Welcome to the **AI Governance Lab** organization! We focus on developing practical tools and demonstrations for AI governance, MLOps, and cloud-native AI deployments.
+
+## About Us
+
+AI-Governance-Lab is dedicated to building solutions that bridge the gap between AI/ML operations and governance requirements. Our projects demonstrate best practices for deploying, monitoring, and managing AI systems in production environments while maintaining compliance with governance frameworks.
+
+## Our Focus Areas
+
+- **AI Governance & Compliance**: Alignment with standards like EU AI Act, NIST AI RMF, ISO/IEC 42001, and GDPR
+- **MLOps & LLMOps**: Production-ready ML and LLM deployment patterns
+- **Kubernetes-Native AI**: Cloud-agnostic, containerized AI/ML workloads
+- **AI Monitoring**: Drift detection, quality assurance, and performance tracking
+- **Agentic AI**: RAG systems and AI agent frameworks
+
+## Key Technologies
+
+Our projects leverage modern cloud-native and AI technologies:
+
+- **Orchestration**: Kubernetes (K8s), Helm
+- **ML Platforms**: MLflow, Evidently AI
+- **LLM Tools**: Ollama, OpenAI, AWS Bedrock
+- **Infrastructure**: Terraform, Docker
+- **Storage**: MinIO (S3-compatible), PostgreSQL
+- **Vector Search**: Qdrant
+- **APIs**: FastAPI, Python
+
+## Repositories
+
+### [k8s-mlfow-demo](https://github.com/AI-Governance-Lab/k8s-mlfow-demo)
+A minimal production MLflow 3.3.2 stack on k3s using Helm. Features PostgreSQL for tracking, MinIO for artifacts, and NodePort access. LLMOps-ready with guidance for prompts, evaluations, and model registry.
+
+**Topics**: MLflow, MLOps, LLMOps, Kubernetes, Helm, MinIO, RAG, AI Governance
+
+### [k8s-ollama-fastapi-demo](https://github.com/AI-Governance-Lab/k8s-ollama-fastapi-demo)
+FastAPI + Ollama LLM demo showcasing containerized AI inference with Kubernetes, ready for governance tools.
+
+**Topics**: Ollama, FastAPI, LLM, Kubernetes, Docker, Agentic AI
+
+### [k8s-ai-agent-multicloud-rag-iac](https://github.com/AI-Governance-Lab/k8s-ai-agent-multicloud-rag-iac)
+RAG-powered Kubernetes AI agent for custom-document search and multicloud Infrastructure-as-Code deployments (AWS/Azure/GCP/IBM) with FastAPI, Terraform, and Helm.
+
+**Topics**: AI Agents, RAG, Multicloud, Terraform, AWS EKS, Bedrock, Qdrant, Governance
+
+### [k8s-evidently-demo](https://github.com/AI-Governance-Lab/k8s-evidently-demo)
+Kubernetes manifests to run Evidently for drift, quality, and performance monitoring. Features NodePort/port-forward access, optional Ingress and Prometheus/Grafana integration, with alignment to EU AI Act, NIST AI RMF, and ISO/IEC 42001.
+
+**Topics**: Evidently AI, Monitoring, AI Governance, EU AI Act, GDPR, Agentic AI
+
+## Governance Alignment
+
+Our projects are designed with governance in mind, addressing requirements from:
+
+- **EU AI Act**: European Union's regulatory framework for AI
+- **NIST AI RMF**: AI Risk Management Framework
+- **ISO/IEC 42001**: AI Management System standard
+- **GDPR**: General Data Protection Regulation
+
+## Get Involved
+
+We welcome contributions and feedback! Each repository contains detailed documentation on setup, deployment, and usage.
+
+## License
+
+Our projects are released under the Apache License 2.0, promoting open collaboration and innovation in the AI governance space.