Strategy & Operations
Turning complexity into operating clarity.
I work at the intersection of AI systems, business strategy, and operational execution — helping organizations move from ambiguity to action.
Strategy & Execution
Bridging the gap between high-level direction and the day-to-day that actually moves the needle.
AI Product Development
Moving from AI capability to shipped product — roadmaps, prioritization, and cross-functional execution.
Operational Excellence
Designing the systems and workflows that let AI products scale without breaking.
Recent writing
AI in Biopharma: Promise and Caution
The opportunities are real. So are the complexities. Here's what actually needs to happen for AI to transform drug development.
Podcast: How We Taught Computers to Think
A conversational deep dive into AI history, from ancient myths to modern language models—created to help kids (and curious adults) understand how artificial intelligence actually works.
12 Years, One Firm, and the AI Chasm
What a decade-plus at McKinsey taught me about structure, leadership, and why the consulting model that conquered strategy is meeting its match.
Reflections on the Future of Work (And What I'm Telling My Kids)
The most important skills in an AI-driven workforce aren't technical. Curiosity is becoming a more stable currency than compliance.
Field Notes on Vibe Coding: What I Built and What I've Learned
I'm not a software developer. Here's what I've built with AI assistance anyway — and the practices that actually make the output good.
The Leapfrog Myth: Why Late Movers Rarely Skip Ahead
The assumption that digital laggards can skip generations of technology and emerge ahead is almost always wrong. Here's what actually happens.