DOP 355: Why AI Coding Slows Down Code Review episode artwork

EPISODE · Jun 17, 2026 · 55 MIN

DOP 355: Why AI Coding Slows Down Code Review

from DevOps Paradox

#355: Picture your engineering team a year from now. A coding agent doing the coding. A testing agent on tests. A security agent on security. An infrastructure agent on infrastructure. All of them wired into GitHub and Jira, all of them working right alongside the humans. Not science fiction either - Atlassian and GitHub are already shipping these features. So out come the stats everyone loves to quote. AI code introduces 1.7 times more issues. Half of it ships with security holes. Code duplication is through the roof. AI-assisted PRs take four to five times longer to review. The response to most of it: so what? If you have a way to detect the issue and feed it back, that is just the SDLC doing its job. Couldn't care less if it is 1.7x or 50x more issues - what matters is what is left at the end, per feature shipped. Security holes? You have scanners. Detect, fix, ship. The only real problem is when you skip the detection or sit on the fix for months, and that has nothing to do with AI. Here is the one stat that actually sticks: PR reviews backing up. Speed up coding and leave everything downstream at human speed, and you have not sped up delivery - you have just moved the pile from Jira tickets to pull requests. The review pipeline was built for human speed, and now it is the bottleneck. The blunt fix: stop letting AI write 10,000-line PRs, work in smaller chunks, and accept that the job is about to get mentally harder. Delegate the tedious work and what is left is the demanding work - architecture, taste, is this even the feature we should ship. The silly stuff, does every function have a comment, is it camel case, goes to the machine. Spend your time there and you are wasting your talent. Offshoring never worked when the only goal was cheaper - chase the cheapest engineers, then chase even cheaper ones, and you end up dragging the work back in house. Same trap with AI. Offshore to Opus, then Sonnet, then Haiku, then Llama on a laptop. If cheaper is your primary motivation, you are doing it wrong. The win is qualitative, not the price tag. Where does it land? Three people per product, end to end - frontend, backend, database, deployments. Augmented at every stage, not autonomous. A human still pushes the final button to prod, the way you never let a Jenkins pipeline deploy straight to production without a check. Full autonomy is coming the way self-driving cars came: not in a year, not everywhere at once, and not by flipping it on at 4pm on a Friday. Even when the technology is ready, you are not. And if you think none of this touches your job, there is a story here about a textile factory built in the eighties that ran on five people. Knowledge work is next. The only exception is a monopoly, and you probably do not have one.   YouTube channel: https://youtube.com/devopsparadox   Review the podcast on Apple Podcasts: https://www.devopsparadox.com/review-podcast/   Slack: https://www.devopsparadox.com/slack/   Connect with us at: https://www.devopsparadox.com/contact/

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DOP 355: Why AI Coding Slows Down Code Review

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DevOps In Agile Way Pawel Piwosz "DevOps in Agile Way" is a captivating podcast that immerses listeners in the dynamic realm of DevOps, engineering practices, value streams, Clouds, AWS, Agile methodologies, and a myriad of other captivating subjects. Through engaging conversations and expert insights, this podcast serves as a bridge between all interested parties, fostering collaboration and enabling efficient software delivery.Join me on a deep dive into the fascinating intricacies of DevOps, where I explore cutting-edge tools, share best practices, and offer real-world anecdotes from industry experts. From continuous integration and deployment pipelines to automation of infrastructure and cloud-native architectures, I unravel the latest trends and strategies that empower organizations to achieve swift and dependable software delivery.Our exploration extends to the Agile methodology, highlighting its seamless integration with DevOps practices and its pivotal role in driving iterative development, cr DevOps Sauna from Eficode Eficode Step into the DevOps Sauna with Pinja Kujala and Stefan Daugaard Poulsen as they explore Agile and DevOps methodologies. Hear from various industry experts and discover how Agile and DevOps principles can transform any part of your business.The DevOps Sauna ensures you have the latest practices and trends to maintain a competitive edge. Adventures in DevOps Will Button, Warren Parad Join us in listening to the experienced experts discuss cutting edge challenges in the world of DevOps. From applying the mindset at your company, to career growth and leadership challenges within engineering teams, and avoiding the common antipatterns. Every episode you'll meet a new industry veteran guest with their own unique story. Dying to Live Podcast Joshua Generation Church The paradox of the Christian faith involves losing one's life to find it and dying to oneself to gain it (Mark 8:34-35). As citizens of heaven we work, study, love and live here on the earth. The podcast features real conversations aimed at helping believers live for Christ while being grounded in the truth as they navigate life in this secular world. Hosted by Wayne Turner and Nadene Badenhorst for Joshua Generation Church with Michael d'Offay giving eldership oversight.

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This episode was published on June 17, 2026.

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#355: Picture your engineering team a year from now. A coding agent doing the coding. A testing agent on tests. A security agent on security. An infrastructure agent on infrastructure. All of them wired into GitHub and Jira, all of them working...

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