AI & Software Engineer at PMG
I build AI products
that people use.
I’m Cameron. I work across AI orchestration, backend systems, and React interfaces. Outside of work, I’m building a better way to follow Congress.

Featured work
A few things I’ve worked on.
How I think about the work
The model is one part of the product.
01
Build the product, not the demo
A better model does not automatically make a better product. The user problem comes first.
02
Evaluate the whole system
Retrieval, orchestration, latency, and UX all affect quality. A prompt is only one part.
03
Make reliability visible
Sources, uncertainty, and failure states help people understand when to trust the result.
Currently
- •Building AI products at PMG
- •Working on Congress for Normal People
- •Trying to get better at cooking
- •Training consistently at the gym
- •Keeping Toast from causing too much trouble