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July 28, 2026 44 mins

The traditional pull request was built for human eyes, but in an era of autonomous AI agents, it officially has a massive target on its back. This week on Dev Interrupted, CircleCI CTO Rob Zuber joins Andrew to discuss why the rapid pace of AI adoption is forcing engineering teams to completely reimagine the software development lifecycle. They explore the shift toward an accountability-oriented model for code review, how CI/CD validation is moving directly into the local agent loop, and the very real financial dangers of unchecked token budgets. Finally, Rob shares his playbook for leading organizations through this chaotic transition without burning out your developers (or your token budget). We recommend pairing his strategy with something like AI code review to find the floor for your newly-agentic engineering org’s output.

Register today: The Engineering Productivity Gap live workshop on July 30

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  • CircleCI: Explore the leading continuous integration and delivery platform at circleci.com
  • The Confident Commit: Subscribe to Rob's newsletter and podcast for data-backed software delivery insights on CircleCI's website
  • The Confident Commit Podcast: Listen to Rob’s podcast
  • State of Software Delivery: Read CircleCI's annual report analyzing millions of CI workflows to benchmark your team's performance
  • Gather.dev: Apply to join the curated, invite-only community for senior engineering leaders at gather.dev
  • Follow Rob: LinkedIn

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