Developers are adopting AI faster than organizations can manage it. The question is no longer whether teams will use AI, but whether companies can see, trust, govern, and scale the work AI helps produce.

As AI moves from individual productivity to team execution, the real bottleneck becomes how work is planned, reviewed, verified, owned, maintained, and connected to outcomes. In this session, Oleg Koverznev will discuss why visibility, centralized agent execution, guardrails, auditability, shared environments, and cost accountability are becoming essential to responsible AI adoption — and why the companies that win will be the ones that turn AI output into reliable, governable software at scale.