AI products are getting easier to build. The frontier is moving upstream.

I build agents, RAG systems, and AI infrastructure that run in production. But the more I build with models, the clearer it becomes: the durable edge is understanding how they improve.

So I’m moving from production toward research — papers, experiments, benchmarks, loss curves, and the long work of learning how to ask better questions.