
Daniil Aizenshtat
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Daniil Aizenshtat | Software Is Cheap. Judgment Is Not.
AI is making code abundant, but most companies still organise software delivery around scarce implementation capacity. This session follows a regulated-enterprise case in which more than 300 employees built over 1,900 internal applications and more than 200 use one on a typical day. The speaker shows what changed when selected domain experts stopped handing requirements through a delivery chain and began owning the problem, the working system and the outcome end to end. The session covers a practical handoff audit, signals for identifying potential full-stack operators, the paved technical path that supports direct authorship, and failures hidden by adoption metrics. Attendees leave with a concrete framework for deciding which handoffs add distinct judgment, which merely transfer information, and how engineering leadership changes when implementation is no longer the scarce resource.