You can't lift a car alone.
Ted Rubin
Program manager. ML researcher. The one holding it together.
Albums, film sets, machine learning pipelines — I've been in the room for all of it. My job every time is the same: take the heat so the team doesn't have to, check my own communication before I check anyone else's, give people grace to stay in their lane. Kindness is underrated. So is accountability. I try to bring both.
Research
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Portfolio
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Attuned Resonanc Intelligent Call Routing
A closed-loop ML pipeline that routes customer calls using personality-aware NLP, reinforcement learning, and deep outcome prediction — with a feedback engine that learns from every interaction.
View project →Media Search Online
The page didn't render much content, but based on what you've told me — a film and media search engine you built — here are a few portfolio description options depending on the tone you want: Technical / concise: Built a custom film and media search engine from the ground up at mediasearch.online — indexing titles, metadata, and discovery signals to surface results beyond what mainstream platforms surface.
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