At BBR (Big Bold Red Agency), I own BBRaiN across its Rust inference service, vendor hub, admin console, and GPU training pipeline, deployed in each client’s cloud. I built an admin assistant that turns plain-language requests into audited configuration changes through typed tools and fail-closed guardrails.
I’ve also integrated ML models and LLM APIs into Go, Java, and Python services at Berrijam, and moved services to Golang and gRPC at Zone01, cutting inter-service overhead by 30%. My work spans model distillation and CPU inference, with a focus on making AI efficient, auditable, and production-ready.

