About
My work lives in the gap between a promising ML system and one users can actually rely on what happens after launch, and sometimes before there's enough signal to know what "good" looks like. Building production ML from the ground up when needed, figuring out what quality even means when labeled data is scarce, and designing the feedback loops and measurements that most evaluation suites skip entirely. Currently a Senior Machine Learning Engineer at HubSpot, where I own quality and integration strategy for AI agent systems.
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