Inspiration
People struggle to connect daily habits to long-term health; we wanted a simple, actionable mirror for lifestyle choices.
What it does
Tracks sleep, stress, diet, exercise, and screen time; gives scores, risk insights, and personalized suggestions.
How we built it
Node/Express API for computations, React frontend for consistent UX, AI (Claude/Bedrock) for structured insights, persisted history.
Challenges we ran into
Balancing clarity vs. complexity in health scoring; ensuring ethical, privacy-conscious handling of data.
Accomplishments that we're proud of
A working prototype that makes abstract health metrics understandable, with actionable advice, not just numbers.
What we learned
Explainable AI and structured insights increase engagement; small, clear levers motivate healthier habits.
What's next for Health Twin
Validate with real users, improve inclusivity, expand insights, and refine AI coaching.
Built With
- awsbedrock
- express.js
- javascript
- nextjs
- postgress
- render
- restapi
- typescript
- vercel
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