musi.live
  1. 01

    What I learned in medicine about deploying AI safely

    Why deployment frameworks matter as much as capability.
    May 16, 2026
  2. 02

    Durable learning with a model in the loop

    On what changes when output stops being a signal of understanding.
    Apr 28, 2026
  3. 03

    Production agents and the substrate problem

    Beyond the harness, skills, and evals.
    Apr 16, 2026

Projects

P/01 In development 2026—

Lorify

A knowledge-to-skills compiler for AI agents — deploy production agents that run on your organisational knowledge.

Read the thesis
P/02 B2C app · 2025 v3.7
Brainbank — Learn it once. Remember it forever.

Brainbank

A spaced-repetition app built around the science of forgetting. Learn it once, remember it forever.

View live
P/03 Side project · 2026 PWA

Reactive Trainer

Reactive movement drills for cutting and pivoting sports, and for late-stage ACL rehab. Focused on unpredictability — random timing, random directions, no countdown.

Open the app
P/04 Open source · 2026 MIT

Prism

Controlled autonomy for AI agents — pause, approve, audit. Two lines of code per tool, your data stays local.

On GitHub

About

I'm an ex-surgeon working in product management and building AI-native products on the side.

I write about learning, agency, agent infrastructure,
and crossovers between the domains I've worked in.