Stephen Hnilica / Projects
Projects
I build AI systems and work with tools for specific jobs: coordinating coding agents, making environmental data legible, supporting advertising operations, and comparing model outputs.
Featured project
Constellation
I authored Constellation to coordinate AI coding agents across Claude Code, OpenCode, and Codex. It uses file-based queues, model dispatch, and verification gates to turn objectives into tested programs, and runs locally and on a VPS.
Hackathon build
EcoEYE
I built this environmental monitoring mesh dashboard with a map, simulated data ingestion, and alerting. It is a simulation, not deployed environmental monitoring.
Applied tooling work
AI tooling for e-commerce ops
My Amazon advertising bulk-file optimization work supports ShoeRepairGlue marketing. This is applied tooling work; third-party software belongs to its creators.
Evaluation studies
LLM evaluation studies
I compare model output quality to inform model selection. The question is which output meets a task’s requirements, rather than which model is best at everything.