Today, producing 1,000 LoC is a sub-minute operation. Reviewing it will take at least 30–60 minutes, even for senior engineers. This gap is becoming the real constraint for teams of any size.

In this talk, we’ll focus on how to design agentic workflows where failure is expected and correctness is probabilistic. In practice, the challenge shifts toward bug containment, blast-radius reduction, and being able to reverse decisions in production without slowing your team down.

We’ll introduce FeatureOps as a way to give agents runtime control over how changes are exposed, making reversibility a first-class input to agent planning and execution of changes.