Newrealm

Thinking through leadership, AI, and product management, with the occasional detour.

Recent writing

AI Should Support PM Work, Not Replace PM Judgment

AI can help product managers synthesize faster, write faster, and prepare better. But the center of product management was never the paperwork. It was always judgment.

Mar 14, 2026

How Judgment-Driven Development Works in Practice

Execution is becoming cheap, but judgment remains scarce. This post walks through how Judgment-Driven Development actually works in practice, from early signals to prototypes, engineering hardening, and controlled release.

Mar 7, 2026

Decision boundaries in AI-assisted development

Decision Boundaries: Where Judgment Actually Lives

Even with memory and AI assistance, systems fail when authority is misaligned with consequence. This post explores why decision boundaries are essential in AI-accelerated development and how they protect accountability.

Feb 28, 2026

Institutional memory in AI-assisted development

Memory Is the Missing Layer in AI-Assisted Development

Execution is cheap and judgment is scarce. But judgment without memory degrades into repetition. This post explores why institutional memory is the missing layer in AI-assisted development and how it enables real accountability.

Feb 21, 2026

The Stages of Judgment-Driven Development

Execution is cheap. Judgment is scarce. This post lays out the stages of Judgment-Driven Development and explains where human judgment must remain non-negotiable in AI-accelerated product development.

Feb 14, 2026

What "Human Judgment" Actually Means in the Age of AI

As execution becomes cheap, judgment becomes the bottleneck. This post unpacks what human judgment really means in AI-assisted development, why "human in the loop" is not enough, and why accountability must be designed into the process.

Feb 7, 2026