Simulating futures
to build the one we want.
I build open-source software that computes what the law says, measures what it does, and projects what happens next.
The Axiom Foundation
Publishes the law as open, verified code — every value citing its statute, every clause carrying its effective date, every encoding checked against independent implementations. Launches publicly July 28; PolicyEngine becomes its first and most demanding consumer.
axiom-foundation.org →PolicyEngine
Free, open-source software that computes taxes and benefits for any household and simulates reforms across whole populations. Policymakers, researchers, and benefit navigators use it in the US, UK, and Canada.
policyengine.org →PolicyBench
Open benchmark scoring AI models on tax and benefit law, graded against exact calculations.
MicrodataPopulace
Calibrated survey microdata for policy simulation — national to local, fully reproducible.
macOSOpenMessage
macOS Google Messages client that gives coding agents access to your texts.
Monte CarloMacKenzie Scott's giving, in QALYs
GiveWell-style Monte Carlo model of $26.3B in giving, running entirely in your browser.
Pythonmicrodf
Pandas extensions for weighted survey microdata, used across PolicyEngine's models.
VS CodeTerminalGrid
VS Code extension for keyboard-driven terminal grids, built for agentic coding.
Occasional notes on policy, code, and probability.
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