cloud-ai-operations-aws-azure-2026

name	cloud-ai-operations-aws-azure-2026
description	Operate AI workloads on AWS Bedrock and Azure AI/Azure OpenAI with production-focused cloud controls. Use when selecting managed model providers, implementing enterprise auth, and designing resilient cloud-native inference pipelines.

Cloud AI Operations: AWS + Azure (2026)

Workflow

1. Choose cloud target (AWS, Azure, or both) and capture compliance constraints.
2. Verify current service docs and SDK references in references/sources.md.
3. Implement auth first (IAM/STS or Entra/service principal).
4. Add observability hooks before scaling traffic.
5. Validate with low-volume staged inference tests.

Output Requirements

• Name selected cloud AI service and reason.
• Specify auth pattern and secret-handling approach.
• Include one failover strategy across regions or providers.