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Responsible AI

Measuring AI Developer Productivity: Why the Old Metrics Break

The dashboard turned green about a month after your team switched on the AI coding tools, and everyone exhaled. Lines of code accepted climbed, suggestions used climbed, and story points...

Responsible AI

The AI Productivity Number That Can't Survive One Question

Let me guess. Somebody in your org just signed off on an AI budget this quarter. And the justification was some kind of productivity chart — green line, big number...

Responsible AI

When AI Surprises You, Read It as a Signal About Your System

Two weeks after the team switched on the AI coding assistant, the review comments per pull request roughly doubled, and the first reaction in the room was to blame the...

Responsible AI

Why AI Pilots Fail: It's Your System, Not the Tool

You rolled out the AI tools in the spring, the demo was great, and for two weeks it felt like the team had found another gear. Now it is six...

Responsible AI

AI Didn't Fix Your Team. It Just Made Everything Louder.

Six weeks ago I was working with a team that bought all the AI licenses at once. Sound familiar? Everybody was in the room for the demo, and it looked...

Responsible AI

Use AI to Build the Juniors You Were About to Cut

Your best senior engineer spent all of Tuesday reviewing AI-generated pull requests. Not writing anything, not designing anything, just reviewing. Two desks over sits a sharp junior who could carry...

Agility

What Does "Agile" Actually Mean?

Just about every class I teach starts the same way. I'll ask the room what "agile" means. Someone says fast. Someone says adaptable. Someone says nimble. All correct, all synonyms...

Agility

Five Agile Misconceptions That Get Regulated Teams Into Trouble

A Scrum Master I worked with at a health system kept hearing the same sentence in every planning meeting. We can't do that here, compliance won't let us. After...