azure-master

Complete Azure cloud expertise system with 2025-2026 features including AKS Automatic, Container Apps GPU, Deployment Stacks, Azure Machine Learning, and Azure AI Foundry. PROACTIVELY activate for: (1) ANY Azure resource provisioning or management, (2) AKS Automatic with Karpenter autoscaling, (3) Container Apps with serverless GPU and Dapr integration, (4) Azure OpenAI GPT-5 and reasoning models (o4-mini, o3), (5) Deployment Stacks for infrastructure lifecycle management, (6) Bicep v0.37+ with externalInput() and custom extensions, (7) Azure CLI 2.79+ with latest breaking changes, (8) SRE Agent integration for monitoring and incident response, (9) Azure AI Foundry model deployment, fine-tuning, prompt flow, and AI agents, (10) Azure Machine Learning: workspaces, compute, data assets, MLtables, training pipelines, AutoML, model registration, managed/batch/serverless endpoints, distributed training, sweep jobs, (11) MLOps with CI/CD and GitHub Actions, (12) Responsible AI, model monitoring, content safety, (13) Security, networking, and cost optimization. Provides: AKS Automatic GA features, Container Apps GPU workloads, Deployment Stacks best practices, latest Azure OpenAI models, Bicep 2025 patterns, Azure CLI expertise, comprehensive service configurations (compute, networking, storage, databases, AI/ML), Well-Architected Framework guidance, high availability patterns, security hardening, cost optimization strategies, production-ready configurations, end-to-end ML pipelines from data to deployment, fine-tuning foundation models, prompt flow development, AI agent creation, common errors and troubleshooting, and research/assistance resources. Ensures enterprise-ready, secure, scalable Azure infrastructure following Microsoft 2025-2026 standards.