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Overview
Product-Centric Engineering Leader. Learn about how I lead, here.
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Initial Experiments with Loop Engineering - part 1
Fully autonomous AI code generation is the future… for certain types or work. In my Calibrate Autonomy to Stakes article, I talk about the two variables for deciding how autonomous to make your code generation; stakes and reversibility. In this article, w
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Where the AI Ends and the Harness Begins
The largest productivity gain available from AI is not the one most leaders are measuring. Personal speedups, the 20 to 30 percent lift on your own keyboard, are the floor. Two altitudes above that, in the team's workflow and in the product your customers
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Build T-Shaped Agents, Not Assembly Lines
The most expensive decision in an agentic system is not which model you run. It is how you divide the work. The industry's first instinct was to specialize. Borrow the lesson from microservices, shatter the monolith, give each agent a single narrow respon
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Comprehension Debt
Your team is shipping faster than ever. The question is whether they understand what they shipped. Comprehension debt is the growing gap between code volume and genuine developer understanding. It accumulates silently: CI passes, velocity metrics climb, s
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AI Amplifies Judgment; It Doesn't Replace It
First Principles of AI Usage - Part 9 AI is a multiplier. The thing it multiplies is you. That framing has a sharp implication most teams prefer not to confront: multiplying a strong foundation produces outsized returns; multiplying a weak one produces ou
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