Akshay Nathan, Core Product Engineering Lead at OpenAI, discusses why traditional engineering output metrics no longer measure actual productivity effectively with AI.
“I think with AI now, those proxies starting to fall apart, like, you know, and the number of tokens you use or the number of pull requests you make are like no longer like maybe as hyper correlated with that. Is your team able to hit the goal or are they on track to hit their goals?”
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More from Akshay Nathan
Opinion
Nathan: Untapped enterprise agent market is 10x to 100x larger
“So now like we're seeing with agents, like there is Probably a contingent of like early adopters still who, you know, truly get it. We're like, you know, you can do anything. You just have to make sure the right context is there. It's connected to the right to…”
Akshay NathanJul 28, 2026▶ 6:23OpenAI’s Vision for the AI Super App — Akshay Nathan, OpenAI
AssertionNot checkable as stated
Nathan: OpenAI Finance Team Replaced Slide Decks and Spreadsheets with Sites
“I was actually talking to someone the other day who was on like our corporate finance team and like they're mentioning how like now when they have these reports that they're working on as a team month to month, historically those things were in, in slide decks…”
Akshay NathanJul 28, 2026▶ 26:51OpenAI’s Vision for the AI Super App — Akshay Nathan, OpenAI
Disclosure
Nathan: OpenAI sequencing agents from developers to knowledge workers to everyone
“The vision is like bring useful agents to everyone. We started with like developers Historically are like early adopters that are willing to put up with more friction, set things up, et cetera. Like that's where, you know, Codex started. I think the next oppor…”
Akshay NathanJul 28, 2026▶ 35:57OpenAI’s Vision for the AI Super App — Akshay Nathan, OpenAI
Insight
Akshay Nathan: Software creation bottleneck has shifted to ideas and taste
“I think the bottleneck some becomes like sort of like ideas and taste, I guess. I think because anyone can build now, I think it really is the era of like bottoms up ambition. And because there's so much to be built, like you're always going to be bottlenecked…”
Akshay NathanJul 28, 2026▶ 1:04:44OpenAI’s Vision for the AI Super App — Akshay Nathan, OpenAI
Insight
Nathan: Open-ended AI chat interfaces confuse enterprise users without guided use cases
“Using these models and these products, you have this box and you can say anything to it, which is the magic, but it's on the flip side. It also means that, like, you don't know what to do with it, and in enterprise, I think a big part of that is, like, actuall…”
Akshay NathanJul 28, 2026▶ 5:05OpenAI’s Vision for the AI Super App — Akshay Nathan, OpenAI
Opinion
Nathan: AI models are experiencing another step-function capability jump
“The models were getting infinitely more capable. That's happening again. I think it's like another step function jump now.”
Akshay NathanJul 28, 2026▶ 18:42OpenAI’s Vision for the AI Super App — Akshay Nathan, OpenAI
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