Welcome to my corner of the internet. I’m Pierce Freeman, an ML researcher and systems engineer by training, now wearing the many hats of a startup founder. I studied at Stanford and live in San Francisco, where I spend most of my time thinking deeply about how to turn complex technical ideas into real, scalable products. This blog is my space to reflect on machine learning research, engineering best practices, and the challenges and surprises of entrepreneurship. If you’re passionate about building intelligent systems and meaningful tech, you’re in the right place.