About

I spend much of my time thinking about intelligence, from machine-learning models and autonomous agents to how humans reason, learn, and understand the world. I've also had a lifelong interest in hardware and security. I want to understand how people build systems and what happens when we push those systems beyond the limits their designers expected.

What interests me most is how intelligence emerges. How do numbers produce a coherent sentence, a nervous system produce a thought, or a set of rules produce behavior that surprises its designers? I keep returning to these questions. Hardware helps me understand the physical limits of intelligence, while security shows me where even clever systems can fail. On this blog, I explain technical ideas as I come to understand them, document the tools and systems I build, and consider what these developments might mean for the future.

I hope these notes offer clear, well-supported, useful views. If you're curious about how intelligence works, the hardware it runs on, or the hidden weaknesses in the systems around us, I'm glad you're here. I hope you find something that helps you understand them better.