Calvin French-Owen, co-founder of Segment and former OpenAI Codex engineer, discusses how AI coding agents will shift the role of engineers from individual contributors to managers.
“I think in some sense, you're right that like everyone is going to become a manager in the future, or at least that's my hot take. But in order to get there are steps along the way and you have to really build a lot of trust in the model and understand what it's doing.”
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More from Calvin French-Owen
Insight
French-Owen: The value of writing basic integration code has dropped to zero
“Segment is a funny business in that where we started was building these integrations, right? And so it's like, oh, you need to wire up, like, the same data going to, like, Mixpanel and Kissmetrics and Google Analytics, et cetera. And I think just writing that …”
Calvin French-OwenFeb 6, 2026▶ 31:45We're All Addicted To Claude Code · Y Combinator
Insight
French-Owen: Claude Code Succeeds by Distancing Devs From Low-Level Code
“And I think it's important actually to quad code that it's not an IDE because it sort of distances you from the code that's being written. Like IDEs are all about exploring files, right? And you're like trying to keep all the state in your head and understand …”
Calvin French-OwenFeb 6, 2026▶ 4:57We're All Addicted To Claude Code · Y Combinator
AssertionSupported
French-Owen: Claude Code and Codex Use Grep Rather Than Semantic Embeddings
“Like I think cursor takes an approach where they actually do semantic search, where they embed everything and figure out like, Hey, what query is closest to this? If you look at a codex or a cloud code they actually just use like grep.”
Calvin French-OwenFeb 6, 2026▶ 11:16We're All Addicted To Claude Code · Y Combinator
Insight
French-Owen: LLMs enter the 'dumb zone' after exceeding context thresholds
“He has this concept of, like, the LLMs reaching the dumb zone, where it's like, after a certain amount of tokens It just starts, like, degrading in quality. And I actually think that's very true, especially if you think about, like, how the reinforcement learn…”
Calvin French-OwenFeb 6, 2026▶ 15:27We're All Addicted To Claude Code · Y Combinator
AssertionSupported
French-Owen: Codex Uses Periodic Compaction to Support Long-Running Tasks
“Where it will run compaction, like, periodically after each turn, and so Codex can continue to run for a very long time, and if you look at the percentage in the CLI, you'll see it, like, move up and down as compaction runs.”
Calvin French-OwenFeb 6, 2026▶ 17:23We're All Addicted To Claude Code · Y Combinator
Opinion
French-Owen: OpenAI targets long-horizon autonomous intelligence for AGI
“Whereas OpenAI really leans into this idea of just, like, we are going to train the best model and reinforce over time and get it to do longer and longer horizon things in this pursuit of artificial general intelligence.”
Calvin French-OwenFeb 6, 2026▶ 18:54We're All Addicted To Claude Code · Y Combinator
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