At Motive, I’m the Single Threaded Owner for AI Dashcam+ reliability, monitoring feature accuracy and regional rollouts across enterprise fleets. I triage assigned bugs and have reduced average resolution time by 30%.
I built automated weekly AI Dashcam+ metrics reporting and designed operational dashboards with SQL, Redash, and Python. This work cut manual reporting effort by 40% and improved visibility into AI feature health.
I diagnosed more than 15 pipeline defects and investigated false-positive issues through validation experiments, improving model precision by up to 10%. I also managed customer and trial escalations, closing more than 40 by root-causing missed or invalid safety events.
At Turing, I optimized and evaluated LLM outputs using Python. Earlier, I built web applications at Devsinc and delivered software and data engineering projects as a freelancer; my projects include Django applications and an image-stitching web app using Stable Diffusion.

