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.

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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

  • A Thousand Kisses Deep in Otherness

    A Thousand Kisses Deep in Otherness

    Borges, Buzzati, García Márquez were not tools that thought in my place. On the third choice the Economic Index does not name, amplification, through…

The Standing Order

Kidney Love

  • There is no easy way to say goodbye

    There is no easy way to say goodbye

    A house at Pere Bosica 11 in Brčko, a rented apartment in Istanbul with three families inside it, and a row of magnolias in…

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.

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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.

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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.