Success Story
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December 8, 2025
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Watch · 38 min

WINNIIO's Nicolas Waern: quantum-resistant smart-health on EdgeLake

TSC session. WINNIIO's Nicolas Waern walks through a smart-health setup with quantum-resistant security for personal health data, deployed on the EdgeLake fabric.

At the December TSC session, Nicolas Waern (founder of Winniio and Life Atlas) walked through what started as a self-learning smart-heating digital-twin project and has since evolved into a quantum-safe, decentralized health-journals platform running at the edge, built on the same EdgeLake foundation as the original smart-building work.

Waern's team has been doing edge-native control for 8 to 10 years: early Raspberry Pi controllers, BACnet web services, IBM Watson integrations. That muscle memory carried into the health-data work. Keep raw personal data local to the patient or the device, share only contextualized insights, and let pharma or research consortia query anonymized populations rather than collecting fragmented records.

The session focused on chronic conditions where existing research datasets are too thin or too unconstrained to support real personalization. Hashimoto's disease is the cohort Winniio is onboarding now. Diabetes came up as the next obvious fit, including a connected-wound-care patch scenario where pharma needs cross-skin-type signal that a centralized trial cannot capture cheaply.

The end-state Waern described maps onto standards the industry is already converging toward, like the International Patient Summary and the Digital Product Pass, while solving for what those standards still struggle with: dynamic, editable, rewardable, context-rich data instead of static taxonomies. Federated learning over EdgeLake gives him the pipeline to do that without any patient data leaving the device.

Watch the full TSC session on YouTube →