Why This Newsletter Exists
I have spent the last two years doing AI transformation work inside real organizations. Not theorizing about it. Not selling platforms. Sitting in rooms where the decisions get made, and more often, where they don’t.
What I found is that AI doesn’t create new organizational problems. It accelerates the ones that were already there. The leader who couldn’t make a decision before AI arrived still can’t make one. The team that performed competence instead of demonstrating it gets exposed faster. The governance structure designed to prevent mistakes now prevents everything.
I started writing about this on LinkedIn. Thirty-four articles later, the pattern is clear enough to name: AI is a centrifuge. It separates what’s real from what’s performed, and the separation is accelerating.
This newsletter is where that work lives. Weekly field reports, analysis, and the occasional uncomfortable observation about what AI is doing to organizations, professions, and the people navigating both.
What You’ll Find Here
Practitioner field reports. First-person accounts from active advisory work. What’s actually happening inside organizations trying to adopt AI, stripped of the vendor optimism and consultant polish.
The Mind Series. An ongoing exploration of synthetic cognition, what happens when you give an AI system institutional memory, and what that means for how we build and govern these systems.
Organizational readiness. Why most AI initiatives fail, and why the answer is almost never better technology.
The citizen scientist. AI is dissolving institutional monopolies on capability. What does it mean when the tools of science, medicine, and engineering become accessible to anyone with the discipline to use them?
Who This Is For
People who work with AI systems and want to think clearly about what they’re building. Leaders making decisions about AI adoption who are tired of being sold to. Practitioners who recognize that the technology is the easy part and the organizational reality is where everything breaks. Anyone suspicious of consensus, comfortable with ambiguity, and interested in what happens when you refuse to pretend the emperor isn’t naked.
About Me
I’m Mitch Kelly. I run M&M Kelly LLC, an AI transformation advisory firm based in North Carolina. My career has been a series of deliberate departures: Army intelligence, federal IT, academic science, biotech, policy, software delivery, and now AI advisory. The connecting thread is a low tolerance for institutional pretense and a habit of walking away from things that stop making sense.
I hold degrees from the University of Florida, Florida International University, and the University of Michigan. I’m a former NSF Graduate Research Fellow. I spent years in a bioinformatics lab and years as a biotech CTO. I’ve been a third-degree black belt in aikido for over seventeen years. I speak English, Spanish, and Russian.
My first book, Centrifuge: Inside the Emerging AI Organization, is forthcoming from Unruly Chain in 2026. This newsletter is both a companion to that work and its own ongoing project.
Shaw said the reasonable man adapts himself to the world, and the unreasonable one persists in trying to adapt the world to
