Research.
Formal work moves slowly and becomes visible only at the end. This page keeps score honestly — what's under review, what's done, and the questions that stay open longer than any paper.
Under review
A paper on cloud resource allocation is currently under review. Venue, title, results, and figures stay off this page until the process concludes — double-blind review is part of the work, not an obstacle to it.
context → the Auctus case study
Recent work
Clinical risk prediction
applied MLPressure-ulcer risk modeling with ensemble methods — audited end to end and rebuilt where the audit demanded it.
ensemble accuracy 87.62% · AUC-ROC 88.67%
Provenance for code
protocol designThe research half of Etch: what a checkable claim of authorship requires, and how small the trusted surface can get.
spec in progress → case study
Full publication list available on request.
Open questions
who owns a refactor?
can allocation be fair and efficient under adversarial load?
what does provenance mean when the author is a pipeline?
how much of infrastructure is secretly a pricing problem?
these outlive papers — a good question is a research program wearing modest clothes