Designing, orchestrating and shipping production AI – from rapid problem framing and data strategy to model engineering, evaluation automation, scalable deployment surfaces and continuous improvement loops. Relentless focus: measurable business impact & technical elegance.
Problem decomposition → feature substrate → model topology choice → evaluation harness → rollout with policy & guardrails.
Automated ingestion → validation → feature fabric → experiment tracking → registry → multi‑target deployment & drift sensing.
Unifying simulation, telemetry & control with adaptive models for resilient, closed‑loop decision layers across environments.