The power of Codex and agents is not only for developers—it can be extended to everyone, and internal non-developer adoption at OpenAI proved this much earlier than expected.
Akshay Nathan explains that OpenAI's internal data showed non-developers enthusiastically adopting Codex, feeling proud and empowered, which led to the decision to build ChatGPT Work and bring agentic capabilities beyond coders to all knowledge workers. ✦ AI generated
Akshay Nathan · Latent Space · 2026-07-28 · original ↗
plays this moment only · 5:05 — 7:17
“Yeah. Well, let's skip ahead to ChatGPT Work. Only like a month ago or so, announced. What was the decision process that led into it? There was this overall merging of the super app. Is that what we're officially calling it? You deprecated the browser as well. Just summarize your last couple months of working on this thing.”
I think maybe the one impetus that is most salient is when we release Codex, or even internally had Codex, it was really surprising to us, I think we recently put out some stats on this, that there was this real inflection of adoption among non-developers at OpenAI. And I through this product development process would go to these UXR sessions to talk to people internally. And the thing that stuck out to me is one, you go talk to strategic finance or marketing or whatever, and they're all using Codex for their use cases. That part's cool, but the thing that really stuck out to me is how proud people were that they were using Codex. They felt like they had a superpower, right? And what we recognized then is that the power of Codex, the power of agents, we already had this massive distribution base of people who have come to know and love ChatGPT. How do we show that to them? How do we bring it to them? Which is a hard product problem, and it's a tricky thing. There's many ways you can go about it. And so that's what we called the Merge and the Super App over time, and ultimately launched it in ChatGPT Work, is how do we do that? But it came from that initial realization that the power was not only for developers, much earlier than probably even we thought. It could be extended to everyone.
verbatim transcript · starts at 5:05
5:28Why OpenAI Built ChatGPT Work
7:17Codex vs. ChatGPT Work and the Shared Agent Harness
- ·Internal Codex usage spiked among non-developers at OpenAI
- ·Strategic finance, marketing, and other non-coders adopted it eagerly
- ·Users reported feeling proud and empowered — like they had a superpower
- ·This internal signal preceded any external non-developer rollout
- ·OpenAI realized agents' power extends beyond developers to all knowledge workers
- ·Insight came much earlier than leadership expected
- ·Drove the product decision behind ChatGPT Work and the 'Super App'
- ·Hard product problem: bringing agentic power to ChatGPT's massive user base