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Empirical Priors
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Writing

Long-form thinking on medicine, machine learning, and the space between them.

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Scientific & Clinical

Series/1 issue/Latest May 2, 2026

Differential→

Reading the clinical AI literature carefully.

Oct 20, 2026

It Seems I've Struck a Nerve: Clinical AI Has a Measurement Problem and It Is Mostly Borne of Ignorance→

Why "nobody knows how to evaluate clinical AI" is largely false, what the existing methods already cover, and a free framework for atomized, fact based evals.

Clinical AILLM EvaluationMeasurement
Oct 5, 2026

The State of Clinical AI: Scribes and an Argument from Induction on Why Frontier Labs Are Still Not Your Doctor→

Clinical AI right now is four buckets: scribes (which do a lot more than scribe now), decision support like OpenEvidence, a new breed where the AI takes part in the clinical decision (Doctronic's Utah pilot), and consumer health randos I don't count as healthcare.

Clinical AIScribesFrontier LabsRegulation
May 23, 2026

Doctors in AI: What are we? What do we call ourself? WHAT HAVE THEY DONE TO US?!→

What is Clinical AI, anyway. A four-leg unicorn model (clinical, science, product, engineering), what each three-of-four archetype actually needs in structural support, and why I want the term to stay deliberately fuzzy and not get hollowed out the way Data Scientist did.

Clinical AIHiringArchetypesCareer

Life & Philosophy

May 12, 2026

How I Ended Up Here→

Decade-and-a-half from pop punk guitarist / bad MMA fighter / pizza delivery guy to Head of Clinical AI at Suki. Mostly luck and being early on a few things.

PersonalCareerThe Longer Story
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