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Full-stack engineering

STYM

A full-stack application combining pharmacokinetic modeling, daily scoring and longitudinal performance trends.

Stym combines per-minute absorption and decay simulations with a mobile-focused interface. Its backend brings together typed APIs, a background scoring pipeline and an LLM recommendation feature with a boundary designed to exclude identifiable data.

What it does

  • Models absorption and decay curves for more than 12 compounds with interaction modeling.
  • Uses BullMQ and scheduled jobs for daily performance scoring, notifications and digests.
  • Provides 90-day trend views and rate-limited endpoints.

Engineering challenges

  • Separating identifiable application data from inputs used for model recommendations.