Operations & Security

Monitor, optimize, and secure what you shipped

• Monitoring Models and Agents in Production — Drift in its three flavors and the pipelines that catch it, CloudWatch generative-AI observability, agent failure modes worth paging on, and A/B tests that settle arguments. (4 lessons, 55 min)
• Cost and Performance Engineering — Inference economics — instance families, purchasing options, right-sizing — the troubleshooting stack from X-Ray to AgentCore Observability, budgets and quotas, and GenAI cost levers. (4 lessons, 55 min)
• Securing ML and AI Workloads — Least privilege for models and data, VPC isolation and KMS, audit trails with CloudTrail and Config, vulnerability scanning in CI/CD, Bedrock API keys versus IAM, and Guardrails. (4 lessons, 55 min)