I am a software engineer, hobby woodworker, husband and proud father of two sons; in reverse priority order. Here I write about software, the command line, and a bit of Cold War history. More about me.
AI maturity is not a measure of how much AI a developer uses, but of how the developer's primary bottleneck changes over time — from producing code to defining problems, managing context, and orchestrating human-AI workflows.
When deterministic business management collides with agile development, the resulting impedance mismatch burns out teams and distorts code. Just as engineers use transformers to bridge incompatible systems, the Product Owner must act as an organizational transformer to prevent system overload.