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There is no such thing as an idealized user. We're all distracted, temporarily disabled, with lots of things competing for our attention and if there's one thing we've learned through decades of building software, it's that we have to design around that reality, not in spite of it." — Jon Yablonski

In a factory, waste is visible. You can weigh it, sweep it off the floor. Knowledge work doesn't give you that. In knowledge work, the waste is time and the insidious thing about time is that it disappears in ways that feel productive.

Most organizations don't promote great coaches. They promote fire starters — the ones who swoop in, take credit for putting out the fire, and never fix the thing that caused it. The best managers? You rarely hear about them. Their teams are stable, their people get promoted, and there are no disasters because there are no disasters to manage. But "no disasters" is invisible on a performance review. And so the org keeps rewarding the arsonists.

The best AI integrations do one small thing reliably and get out of your way. The worst find twelve new ways to interrupt you before you've had your morning coffee. But there's a third category worth paying attention to: AI that lets a well-meaning person — a team lead, a business analyst, even a CEO — execute plain-English commands directly against your live production data. No developer. No IT ticket. No sandbox. That's process debt in a new form. And it moves faster than t