Notes

Operating notes on AI, PM systems, and process truth.

Short essays from building automation inside real delivery and multi-site operations — not generic AI commentary.

AI for PM · 2025

From status theater to supervised agent workflows

A practical operating model for PM teams that want automation without losing accountability.
Process Mining · 2025

Why process mining creates better delivery outcomes

How to uncover bottlenecks, reduce cycle variance, and target automation where it matters.