Backend/product engineer on Minerva's product engineering team, making first-party consumer data and ML scores usable inside an AI marketing app: precomputing fields for instant sort/filter/chart, serving propensity/LTV/churn scores, dynamic segments, and an in-app agent query tool over Snowflake semantic views. Stack spans TypeScript/TanStack Start/React, Zero sync on Postgres, Python on AWS Lamb
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