featured workflow
How I work with Chief.
A local OpenClaw assistant for thinking, building, reporting, and remembering.
Chief is my local AI workflow for turning rough thoughts into reports, projects, architecture, and useful memory that compounds over time.
I use it most as a thought partner first — then as a system for producing durable artifacts from that thinking.
ideas
Ideas & Writing
A collective exploration of agents, applications, healthcare data, and whatever else is on my mind.
topics
coming soon
Healthcare
12 min · 2026-03-1090 Million Records, One Eval Script: Building a Medicare Fraud Detector Overnight
Karpathy's autoresearch pattern — an AI agent that iterates on a model while a fixed eval script keeps score — turns out to work surprisingly well for Medicare fraud detection. Here's what happened when we pointed it at 90M claims records.
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Technical
10 min · 2026-02-26Agent-Native Architecture: Building Apps That Serve Humans and AI Simultaneously
AI browser agents can now interact with web apps in real-time. This changes how we build — apps need to serve two users: humans clicking buttons, and AI agents calling tools.
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