On the Cluely confession, AI-era revenue metrics, and what would actually fix the measurement problem in private markets.
On what the July 2026 Hugging Face incident, Bainbridge's 1983 paper on the ironies of automation, and our 2024 Nature audit of programmatic advertising suggest about governing AI agents.
A Stanford Accelerator for Learning grant funds work on expertise-gated skills — the ones you can only practice against someone who knows enough to refuse a shallow answer.