AI Engineering Leadership
Practical guidance for leading engineering organizations through AI adoption, from executive decisions and management behavior to trust, incentives, and measurable delivery outcomes.
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The People Conversation
Executive Deck ↗Exec summary ↗Listen ↗Every executive conversation I have starts the same way. Tooling budgets. Adoption dashboards. Training roadmaps. All of it oriented around the technology. None of it oriented around the people. Anywhere from twenty minutes in to the relationship or 20 months, someone asks the real question. How do we know our people can actually do this? […]
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The Use Case Is Building Software and the Best Practice Is Today
Executive Deck ↗Exec summary ↗Listen ↗Stop asking about AI use cases. The use case is your entire SDLC. Learn why executives must build with AI tools themselves to lead the transformation.
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If Your Engineers Only Get Thirty Minutes to Learn, That Is Not Their Failure. It Is Yours.
Executive Deck ↗Exec summary ↗Listen ↗You called to talk about AI adoption. But you do not know your value streams, your engineers get thirty minutes a week to learn, and you are still defending manual QA that produces no ROI. That is not an adoption problem. That is a leadership problem you built and now own.
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Congratulations: You Just Reinvented Peter Gibbons from Office Space
Executive Deck ↗Exec summary ↗Listen ↗A 2025 parody exploring how enterprise AI adoption recreated Office Space. Your measurement systems train top performers to do just enough. That is not their failure. It is yours.
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Stop Asking for “Advanced” AI Training
Executive Deck ↗Exec summary ↗Listen ↗Advanced AI training is a status marker, not a learning objective. Discover what you actually need to know based on your role and current skill level.
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Dear Jim in Detroit — Don’t Punish Your Top AI Dev
Executive Deck ↗Exec summary ↗Listen ↗An open letter to engineering managers: why punishing your fastest AI adopters creates a lose-lose situation. Here’s what to do instead.
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What Got You Here Won’t Keep You Here: A Letter to Technology Executives
Executive Deck ↗Exec summary ↗Listen ↗Technology executives: the skills that got you here won’t keep you here. A frank letter about adapting your leadership for the AI-native era.
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What Got You Here Won’t Keep You Here: A Letter to VPs of Engineering
Executive Deck ↗Exec summary ↗Listen ↗VPs of Engineering: your playbook is obsolete. Here’s how AI changes everything about how you lead, measure, and develop your organization.
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What Got You Here Won’t Keep You Here: A Letter to Engineering Directors
Executive Deck ↗Exec summary ↗Listen ↗Engineering directors have 18 months to prove they can transform teams for AI. The market in 2028 will have directors with proven transformation track records. Will you be one of them?
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Exploring Developer Happiness in the AI-SDLC
Executive Deck ↗Exec summary ↗Listen ↗Exploring what developer happiness looks like when AI handles the tedious work. Research and insights on the emotional side of AI adoption.
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