Building Scalable MLOps with Amazon SageMaker + AI Agents (Production Guide)

🔗 Originally published on my blog: https://roeittt.github.io/sai-blog/posts/mlops-sagemaker-ai-agents.html A comprehensive guide to building production-grade ML operations on SageMaker and integrating them with AI agents via Bedrock, LangGraph, and open-source frameworks. April 2026 · 20 min read · MLOps · AWS · AI Agents Table of Contents 1. Executive Summary 2. Why ML Models Still Matter — and Why AI Agents Can't Solve Everything 3. What Is MLOps and Why It Matters 4. Amazo...