On the human work of medicine in the AI era.

I am building the governance, talent pipelines, and operating systems that let academic medicine translate AI into durable patient and population benefit. I am writing here about what that work asks of us.

Explore

Three voices, one harmony

The Nonalgorithmic essays, the Standing Orders, and the interior work of Kidney Love. Each opens what the other cannot.

Most recent from each voice

The Essays

  • When the Machine Builds Cities of Sand

    When the Machine Builds Cities of Sand

    What the Anthropic reports know about being human, and the AI pause debate does not. A model that read the situation correctly only when…

The Standing Order

Kidney Love

The Milky Way over a dark treeline, near Villadeciervos, Spain, August 2026. Photograph by Adrian E. Roitberg.

The Essays

D Phrygian

The nearest measurable proxy is never the thing itself.

One essay every Friday at 7 AM, delivered by email. On academic medicine, the identity of the human, and what the practice of medicine must not let go of.

Glass entrance doors at Malachowsky Hall, with a nineteenth-century campus building reflected in the glass and the date 1889 cut into the stone.

The Standing Order

D major

An instruction, once written, holds until someone changes it.

Policy, implementation, safety and education in clinical AI. One object at a time: a rule, a bill, a regulation, a trial, a number. Published here Tuesday, Wednesday and Thursday, and published here first.

Kidney Love

D mol

On vulnerability, aging, and the bright home in which I live.

The interior of the work. Language, music, memory, mortality, and what the newsletter cannot say.

Speaking

Keynotes, panels, and institutional convenings

On the AI-native academic medical center, medical education in the AI era, and the governance that has to hold underneath both.

See speaking topics →

About

Physician, scientist, institution builder

Why this site exists, what I am building at the University of Florida, and what the practice of medicine must not let go of.

Read the about page →

Selected work

Reconceiving the architecture around AI

Two recent papers on how the governance of biomedical AI should be reconceived: Co-creating Consent for Data Use in NEJM AI, with legal scholar Barbara J. Evans, and Reconceiving Safety Regulation for AI and ML Medical Software in the Vanderbilt Journal of Entertainment and Technology Law, with Evans and Eric S. Rosenthal.


Translating clinical intelligence into music

Whether clinical intelligence can travel in a form other than a paper. Human Systems: Translating Clinical Intelligence into Music is seven compositions with José Valentino Ruiz of the UF College of the Arts, among them Human Before the Chart and Threshold at the Door. I am executive producer and co-principal investigator.

2026 Communicator Award of Excellence, Emerging Tech: AI Utility Integration.

Essays each Friday

On academic medicine, the identity of the human, and what the practice of medicine must not let go of.

The Weekly Edition each Monday

On LinkedIn: what moved in AI and medicine this week, in policy, research and public argument. Read the editions