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In this interview from AWS re:Invent 2025, Ketan Umare, chief executive officer and co-founder of Union.ai, joins theCUBE’s Dave Vellante to discuss the fundamental shift in software economics driven by generative AI. Umare explains why traditional CI/CD pipelines are insufficient for non-deterministic, stochastic AI models, drawing on his experience building massive ML platforms at Lyft. The conversation highlights the unique challenges of modern AI development, where research becomes an intrinsic part of the software lifecycle, requiring a workflow that sup...Read more