The New Code — Sean Grove, OpenAI
Jul 11, 2025 · 21:36
Sean Grove of OpenAI argues that specifications, not code, are becoming the fundamental unit of programming, with the most valuable skill being precise communication of intent. He presents OpenAI's Model Spec—a collection of versioned Markdown files—as a living specification that aligns both humans and models around shared values and intentions. Grove illustrates how the Model Spec served as a trust anchor during the 4.0 sycophancy bug, where shipped behavior contradicted the spec's explicit 'don't be sycophantic' clause, leading to a rollback. He explains deliberative alignment, where the spec is used as training and eval material to embed policy into model weights, moving from inference-time prompting to muscled memory. Drawing parallels to the US Constitution, Grove positions specifications as executable, testable artifacts that compose like code, and suggests future IDEs will become 'integrated thought clarifiers.' He closes by calling for help in aligning agents at scale, noting OpenAI's new agent robustness team.
