Ryan Roddy
299 posts

Ryan Roddy
@ryanproddy
Human performance. Modern health. Systems that scale. Managing Partner @ Seaside Ventures Writing → https://t.co/xFFNjsAO8U


I can't believe this is a government website what the fuck.

Introducing ChatGPT Health — a dedicated space for health conversations in ChatGPT. You can securely connect medical records and wellness apps so responses are grounded in your own health information. Designed to help you navigate medical care, not replace it. Join the waitlist to get early access. openai.com/index/introduc…














AI now predicts 130 diseases from 1 night of sleep 🛌. Newly nature-published research brought SleepFM, a foundation model trained on 585K hours of sleep recordings from 65K participants, combining brain, heart, muscle, and breathing data. Polysomnography (PSG) records brain, heart, muscle, and breathing signals during sleep, but most AI only stages sleep or flags apnea. SleepFM pretrains on 585,000h of PSG from 65,000 people and turns 1 night into a general sleep embedding. From 1 night, 130 diseases hit Harrell’s concordance index (C-Index) of at least 0.75, which checks whether higher predicted risk happens sooner, including mortality 0.84 and dementia 0.85. Older supervised models use less data, need expert labels, and break when clinics record different channel sets. SleepFM resamples to 128Hz, makes 5s tokens, uses 1D convolutions, pools channels with attention, then a transformer summarizes time. Leave-one-out contrastive learning trains each modality to match the average of the others, so missing modalities hurt less.





