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Building SwasthaX: Engineering a Production-Scale AI Platform for Healthcare

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Production AI platform that builds a behavioral digital twin from wearables, medical records and daily habits, calculates a prevention score and issues live nudges (e.g., change 10k‑step goal to 6k, alter meal plan) and can auto‑book NHS appointments. Architecture uses LangChain + LangGraph orchestration over Gemini and IBM WatsonX models (moving toward Claude), PostgreSQL for persistence and blockchain for data consent. Early deployment runs in the UK with chikitsa.io in three countries, reported model accuracy ~82% with a >95% target.

AI-written summary · about

  1. 0:00Introduction
  2. 1:27Reactive healthcare limits
  3. 5:18SwasthyaX architecture
  4. 12:02Daily health routines
  5. 16:20Behavioral digital twin
  6. 21:11Technical stack
  7. 23:36Health data privacy
  8. 27:27Deployment status
  9. 30:39AI healthcare principles
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