Samta Balpande
Sr. AI Engineer
Detroit, Michigan, United States
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I’m an AI/ML Engineer and Architect with more than ten years of experience building machine learning systems that have to work in the real world, not just in demos.
My work centers on large language models and the systems around them: AI agents that use tools and take actions, retrieval-augmented generation over complex documents with tables, charts, and diagrams, and evaluation frameworks that catch when models quietly get worse. I also spend a lot of time on the practical side of deployment, making models fast and affordable enough to run at scale.
I’m especially interested in reliability. When an AI system makes a mistake in a high-stakes setting, “usually right” isn’t good enough. I care about how we measure what agents actually do, how we keep them grounded in evidence, and where human oversight fits in.
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