Essays · Trustworthy AI

Trustworthy AI

Essays and plain-English guides on human oversight, AI governance and the values AI should hold.

Trustworthy AI2 min read What does trustworthy AI actually require? Trustworthy AI is a crowded phrase. Stripped of slogans, it rests on three concrete things: real human oversight, auditability, and recourse. What each requires, and why the label without them is empty. 25 June 2026

Trustworthy AI2 min read Trustworthy AI: what makes AI trustworthy, and how to prove it Trustworthy AI is not a label, it is a property you build and can show: real human oversight, auditability, and recourse. What the standards require and how to prove it. 25 June 2026

Trustworthy AI3 min read How do you earn trust in an AI system? Trust in AI is not a slogan you apply at the end. It is a property you build in and can prove: oversight that is real, decisions that are auditable, and recourse that works. 25 June 2026

Trustworthy AI2 min read What is the trust layer for AI? The trust layer for AI is the part of a system that makes its decisions auditable and accountable, so trust rests on evidence a third party can check rather than on the vendor's word. 25 June 2026

Trustworthy AI2 min read Why do buyers no longer trust 'responsible AI' claims? The distance between responsible-AI messaging and real practice has produced a trust deficit. Buyers discount the claim on sight. How the deficit formed, and the only thing that closes it. 25 June 2026

Trustworthy AI2 min read What is the difference between provable and performed oversight? Performed oversight shows a human was present. Provable oversight should show a human exercised command. Why proving presence, even cryptographically, is not proving control, and what to measure instead. 25 June 2026

Trustworthy AI2 min read Does a bigger AI model mean a more trustworthy one? Capability and trustworthiness are different axes. A bigger, more capable model is not a more trustworthy one. Why we conflate the two, and what trust actually tracks. 25 June 2026

Trustworthy AI2 min read Is auditability the new uptime for AI? Reliability engineering earned trust with uptime, a number anyone could verify. For AI decisions, the equivalent is auditability: the ability to reconstruct what happened and who was accountable. Why it becomes table stakes. 25 June 2026