Research & Engineering
The LifeLyne Blog
A look behind the product — how the watch, the app, and the cloud work together, and what we're learning as we build toward reliable seizure and fall detection.
How Your Watch Talks to the Cloud
Follow a single alert from the sensor on your wrist to a caregiver's phone — an inside look at LifeLyne's real-time detection pipeline, step by step.
Read the postAI / MLThe Sensor Science Behind Detection
Not every wearable can tell a seizure from a jog. What our sensor research found — and why one signal in particular changes the accuracy picture.
Read the postEngineeringWhy We Chose the Galaxy Watch (For Now)
Building custom hardware is slow. How we evaluated the market and picked the watch we're building on — and what we gave up to get there.
Read the postResearchDesigning a Rigorous Clinical Study
De-identified data, a deliberately balanced cohort, and honest ground-truth methodology — how we're approaching clinical validation.
Read the postInside Our Cloud Infrastructure
Why we built LifeLyne's backend serverless from day one, and how we keep health data isolated, encrypted, and reproducibly deployed.
Drafting — check back soonInside the App
A tour of the patient and caregiver apps — the dashboard, alerts, device pairing, and how the two sides stay in sync.
Early planning