Nebius CTO: The promise of agents doing everything is BS — build narrow automation

HarperSCarroll · x · 2026-10-31

Danila Shtan, CTO of AI cloud Nebius, argues the promise of agents doing everything is BS, explaining the huge disconnect between agent capabilities and the engineering needed to ship them. Key points: agents are an extension of automation, not a revolution; software workflows have built-in verification (tests, code checks) that most business processes lack, which is why a refund is harder than code; build "agent-enabled automation" with narrow scope, proper tools, and steps enforced in software rather than prompts; start with frontier models while exploring, then trim down; open models already suffice for most cases and can be 3-5x cheaper at comparable intelligence. Also covers benchmark trust, open-source regulation, the Hugging Face incident vs closed-model guardrails, robotics/healthcare, and why he wants "neocloud" retired.

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