Huyen: Companies restructure engineering orgs for seniors to review AI-generated code
Chip Huyen · Al Engineering 101 with Chip Huyen (Nvidia, Stanford, Netflix) · Oct 23, 2025 · at 49:55
AI engineer and author Chip Huyen discusses how enterprise engineering organizations are adapting their role structures in response to AI-assisted coding.
0:00 / 0:32exact quote · 32.5s
▶ Watch the full episode on YouTube → 720p mp4 · rendered on demand · StarZero watermark
“Or when our company have seen us the way they work, as they told me is they work completely different now. I like, so they actually restructured engineering org so that like they get more senior engineers should be more in the peer review. Because they like to get like sort of writing guidelines on like what is a good engineering practices what is the process would be like, maybe like, okay, so they write like a lot of like processes on how to work well. And then they and then they have more, more junior engineers just like produce code and like submit PR, but senior engineer more in the reviewing case.”
quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →
More from Chip Huyen
Huyen: Internet data is maxed out, making post-training the key AI differentiator
“At some point, we are actually, like, have kind of maxed out on, like, internet data, right? And then people, like, text data, people max out. I think a lot of people are doing, like, with other data, like audios and videos, and, like, everyone's trying to thi…”
Huyen: AI data labeling startups face severe customer concentration risk
“It's very lopsided, right? Because like, is there only like a very small numbers of frontier labs, right? And they want a lot of data. And there's like a massive amount of like startups or companies providing data. So like, you can see these companies, like th…”
Huyen: Engineering managers prefer headcount while VPs prefer AI coding agent subscriptions
“Would you rather have access could you rather have, give everyone on the team, like very expensive. Coding agent subscriptions, or you get an extra head count, right? Let's say it's like maybe like and almost everyone could say the managers could say head coun…”
Huyen: A randomized engineering trial found top performers gained most from Cursor
“He was like, okay, here's more like currently like best performing, average performing, and lowest performing. And then there's a randomized trial. So like they give like half of each group, like access to like cursor. And then he was noticed like over time, I…”
Huyen: Evaluate Marginal Gains and Switching Costs Before Adopting New AI Tech
“And I think it's a specific question you should ask them is like, first, Like if how much of the improvements could you get, like from like optimal solutions versus non-optimal solutions, right? And sometimes they were like, actually it's not much, right? And …”