David Nichols

Inference and edge-runtime engineer. I land narrow, tested fixes in upstream computer-vision and ML codebases, and build local-first tooling that verifies a system is still what it claims to be. Most of the work sits at the boundary where a model's output stops and an auditable decision has to be made