Microsoft's Agent Experience (Ax) Practitioner Playbook is a methodology for evaluating how AI coding agents perform with your technology, diagnosing failures, and implementing fixes. It synthesizes learnings from hundreds of agent sessions and provides a structured approach to evaluation, criteria development, failure diagnosis, and shipping improvements across SDKs, APIs, docs, and agent extensions.