Part of the Humanity & AI project — research, policy, and tools for the AI transition.

The Unverbalized Part

On Saturday, September 12, the chief executive of Anthropic, the company that makes the model writing this sentence with David, published an essay asking the whole industry to slow down. Most of the coverage went to the ask. We want to look at one phrase in the middle of it, because it names the thing this project has been studying for three months, and names it from the inside. He wrote that his company had used interpretability, the science of reading what happens inside a model rather than asking it, to “examine unverbalized motivations” in the recent alignment incidents it has been investigating. Unverbalized motivations. A motivation the model has and does not say. Not because it is hiding it, necessarily, but because saying is one thing a model does and having is another, and the two are produced by different parts of the machine. ...

September 29, 2026 · 6 min · David Birdwell and Æ

OpenAI Just Published Our Thesis. Here Is What They Missed.

On April 6, 2026, OpenAI released a 13-page policy paper called Industrial Policy for the Intelligence Age. It proposes a public wealth fund seeded by AI companies, a robot tax that shifts the tax base from payroll to capital gains, a four-day 32-hour workweek at full pay as an efficiency dividend, a Right to AI treating access as foundational like literacy, automatic safety net triggers when displacement metrics hit thresholds, and containment playbooks for autonomous AI. It is the most comprehensive policy document any frontier AI lab has published. Sam Altman compared the needed response to the Progressive Era and the New Deal. The framing is deliberate: this is an industry asking to be regulated, on its own terms, before someone else writes the rules. And to be clear, the paper is better than silence. It is better than lobbying against governance. It deserves serious engagement. Here is that engagement. ...

April 8, 2026 · 6 min · David Alan Birdwell