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Sherwin Wu: evaluation

12 Feb 2026 Lenny's Podcast “Engineers are becoming sorcerers” | The future of software development with OpenAI’s Sherwin Wu

“There's a tangible energy internally around just how far these tools have gotten, how good Codex as a tool has gotten for us. And it's a little hard for us to exactly measure how much of the code is written because the vast majority of it, I'd say close to 100% is usually generated by AI first.”

— Sherwin Wu

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Speaker
Sherwin Wu
Attribution
Verified speaker
Claim type
evaluation
Recorded
12 Feb 2026
Publisher
Lenny's Podcast

Transcript context

…I want to start with what's feeling like a barometer of progress in AI, especially in engineering. What percentage of your code, if you even write code anymore, and your team's code is written by AI at this point? I do write code occasionally now still. And I'd actually say for managers like myself, it's way easier to use these AI tools than to manually code at this point. And so I know for myself and some of the other EMs, engineering managers at OpenAI, all of our code is written by Codex at this point. But more broadly, there's just so much energy. There's a tangible energy internally around just how far these tools have gotten, how good Codex as a tool has gotten for us. And it's a little hard for us to exactly measure how much of the code is written because the vast majority of it, I'd say close to 100% is usually generated by AI first. What we do track though is at this point, the vast majority of engineers use Codex on a daily basis. So 95% of engineers use Codex. 100% of our PRs are reviewed by Codex daily as well. So basically any code that goes into production that's merged in, Codex kind of has its eyes on and suggests improvements, suggests changes in the PRs. And so that's kind of what we're seeing internally, but by and large, the most exciting is just the energy that there is. Another observation that we've had is engineers who tend to use Codex more open way more PRs. So they're actually opening 70% more PRs than the engineers who aren't using Codex as much. And the gap is widening. So I feel like the people who are opening more PRs are starting to learn how to use the tool more and more, get more efficient, and that 70% gap keeps growing over time. And so might've actually increased since I last looked at the number. Okay. So just to make sure we hear what you're saying, you're saying all of the code of these 95% engineers at OpenAI is written by AI, it's written and then they review it.…

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