~/talk

AI Digital Twins: From YC Hackathon to Production with Apollo MCP

Talkat GraphQL Summit 2025 · 2025-10-06..10-08· [graphql, machine-learning]
slides:none on file

A four‑hour hackathon prototype becomes a production system in a few months, reaching $100K ARR by connecting FHIR and legacy EHR APIs (Epic read/write) via Apollo MCP + GraphQL. The deployed stack integrates PubMed search and ingests ~100–200 papers per query, uses narrow specialty LLMs, Phonic voice models, graph neural nets for relationship reasoning, automates summaries, multilingual patient conversations and caregiver workflows — and is live with clinicians.

AI-written summary · about

  1. 0:00Introduction
  2. 3:09Early coding beginnings
  3. 9:45Healthcare data platform
  4. 11:53AI digital twin demo
  5. 15:46Healthcare as platform
  6. 21:26YC hackathon to MCP
  7. 27:10Automation in clinical AI
  8. 33:09Phone call demo Latino care
  9. 40:26Key takeaways
  10. 43:36Q&A
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