AI/LLM & Agent Engineering

Agents that do real work against real systems. At Openprovider I build a QA agent that generates and runs tests against production code. At Understory I built a lead-sourcing engine that read 1.3 million websites. On my own time it is the pipeline that handles my job applications and the assistant answering questions on this site. The engineering problem is rarely the model. It is the boundaries, the failure handling, and knowing what to check.