A developer's perspective on AI, backend systems, and product velocity.

Hi, I’m Pierce Freeman — a technical founder, machine learning researcher, and systems engineer based in San Francisco. With a degree from Stanford and a career that bridges AI and backend architecture, I’ve spent years building systems that work at scale. Now, as a founder, I wear every hat — from product design to infrastructure. This blog is where I document my ideas and share stories from the trenches: building scalable products, exploring ML trends, and reflecting on the startup experience....

Hi, I’m Pierce Freeman — a technical founder, machine learning researcher, and systems engineer based in San Francisco. With a degree from Stanford and a career that bridges AI and backend architecture, I’ve spent years building systems that work at scale. Now, as a founder, I wear every hat — from product design to infrastructure. This blog is where I document my ideas and share stories from the trenches: building scalable products, exploring ML trends, and reflecting on the startup experience. It’s built for ambitious builders, thinkers, and technologists.