Software development

OpenAI team shipped a product with zero lines of hand-written code

By Ryan Lopopolo (OpenAI)
Codex

Built and shared by Ryan Lopopolo (OpenAI), not by me. Summarised from the public sources below. Check them before you rely on a number.

Who
Ryan Lopopolo (OpenAI)
Category
Software development
Source
YouTube · Web
Dates
Published 16 Apr 2026 · Found 17 Oct 2026

A small OpenAI team spent five months building and shipping an internal beta of a software product where Codex wrote every line of code. Engineer Ryan Lopopolo describes how the engineers' job became designing the environment, the rules and the feedback loops the agents work inside, which he calls harness engineering.

What they built

Three engineers, later seven, drove Codex agents from a structured Git repository. The agents wrote the code, tests and fixes and opened the pull requests themselves. The humans worked on architecture rules, context and feedback loops, so the agents could check and correct their own output instead of having a person write code.

The result

About 1,500 pull requests merged in five months, an average of 3.5 PRs per engineer per day, and roughly a million lines of code. OpenAI estimates it took about 1/10 of the time of writing the code by hand (self-reported).

Sources

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