Don't Ship Skills Without Evals — Philipp Schmid, Google DeepMind
Philipp Schmid from Google DeepMind emphasizes the critical, often-overlooked need for rigorous evaluation of AI agent skills. He argues that shipping skills without testing is akin to deploying code without unit tests, leading to unreliable agent behavior. The talk covers what defines an agent skill, strategies for writing effective and correctly triggering skills, and a practical guide to building lightweight evaluation harnesses to catch failures proactively.
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The Critical Need for Evaluating Agent Skills
Philipp Schmid, Staff Engineer at Google DeepMind, addresses a pervasive issue in the development of AI agent skills: the lack of robust evaluation. He highlights that while developers wouldn’t ship code without tests, agent skills are often deployed after minimal manual