PM · AI · Ground Truth

When things drift from the truth, I build tools to fix them

Essays on program management, AI, and the systems that shape how we work — plus a little gardening.

Latest Posts

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  • 87 PRs in One Weekend: How I Went from Copy-Pasting AI Output to Running an Agent Fleet

    From 1.6 PRs/day with chatbots to 29 PRs/day with autonomous loops — an 18x productivity jump in 2 months.

  • Mapping Barrington's Construction Activity with State & County Data

    I pulled NJ DCA permit records, stitched them to Camden County GIS parcel data, and had Claude build an interactive dashboard for every building permit in Barrington Borough.

  • How a local town used an AI community tool to improve public safety

    Barrington, NJ reached 100% hydrant coverage during the latest snowstorm through shared community reporting and municipal adoption.

Simulation Bias Series

A series exploring how organizations drift from ground truth when they trust representations of reality more than reality itself — and why AI accelerates that drift.

Read the series