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Quadrivia AI · 2026

Unified outcome model across services

Project experience by Dino Lozina

Overview

Designed a shared outcome model that replaced five overlapping status vocabularies. Delivered a six-phase, zero-downtime migration so backend services and the frontend could describe patient-workflow results consistently.

My contribution

  • Authoring the cross-service design and migration plan
  • Implementing the canonical outcome model in a shared library
  • Coordinating adoption across orchestration, scheduling and conversation services
  • Aligning API responses and frontend status displays

Technologies

  • Python
  • Pydantic
  • FastAPI
  • React
  • TypeScript