bartek@aws: ~/news
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$ AWS Architect · DevOps · Cloud
Thursday, November 12, 2026

Agent DLC: Getting Your ML Agents from Demo to Production

Stuck with agents that work great in demos but fail in the real world? This post breaks down why traditional CI/CD doesn't cut it for AI agents and introduces Agent DLC—a framework with explicit standards for measuring agent quality and validating every change. You'll learn three key properties that make agents tricky to test and see how hidden coverage gaps can lurk behind misleading metrics.

source: [aws/machine-learning-blog]