AI gives us the chance to redesign how we build products around outcomes. Applying it to every stage of the existing software development lifecycle would preserve too many assumptions from a world where implementation was expensive.
Aviv Ben-Yosef's read on engineering leadership in 2026 is that the fundamentals held and the companies that removed managers because of AI regretted it. I agree, and I think the industry has found a quieter way to make the same mistake: keep the managers, hand them a coding agent, and fill every hour they had for judgement and for noticing people.
The rubric from my In The Loop talk, with enough method that you can run it yourself. Six yes-or-no questions about identity, spend, policy, observability, replay and oversight, scored on a four-point scale.
AI AgentsControl PlaneEngineering LeadershipGovernanceObservability