I work with founders and AI teams building real-world systems where data, models, and human feedback co-evolve over time. My focus is on moving teams beyond static pipelines toward adaptive, trustworthy AI in production.
Work with me
Read my thinking
Not because of model choice but because feedback loops break, data drifts, expertise gets lost, and systems stop learning.
I believe AI should not be treated as a one-time deployment. It should be designed as a system that grows with humans, data, and real-world complexity. That belief shapes how I advise, build, and write.
I care more about outcomes than titles. I’ve built and scaled AI systems in high-stakes, real-world environments, where failures surface late and costs compound fast. I help teams surface hidden production failures, make the right early architecture decisions, and avoid months of rework. I mentor and advise founders and organizations building businesses meant to last.
I write and speak about the realities of AI beyond the hype - where systems meet messy data, human judgment, and real business constraints. My work explores the intersection of AI, society, and business, with a focus on what actually breaks, what scales, and what lasts.
My goal is to share insights that are both practical and thought-provoking, helping founders, teams, and organizations navigate AI with clarity and intention. I believe that deeper understanding leads to better decisions, and to building AI systems that serve people, not myths.
Read essays & talks
I’m selective and hands-on. I work with founders and teams where early decisions matter and real-world constraints are unavoidable. Engagements are focused, time-bound, and outcome-driven.
Founder advising and technical direction
Design-partner and strategic consulting engagements
AI system design and architecture
Speaking and closed-door sessions
Custom workshops and seminars
I’m a builder and technologist with over a decade of experience developing AI systems for complex, high-stakes, real-world environments. I mentor founders and advise teams on technical and business decisions through leading accelerators, with a focus on building systems that continuously evolve.