Whitepaper
Whitepaper
1 -
1 -
The Promise
The Promise
Preventive and personalized medicine
has been the promise for decades.
Preventive and personalized medicine has been the promise for decades.
Preventive and personalized medicine
has been the promise for decades.
Live longer.
Intervene before symptoms.
Rely on personal physiology,
not population norms.
Live longer.
Intervene before symptoms.
Rely on personal physiology,
not population norms.
2 -
2 -
The Gap
The Gap
Intervention capabilities have accelerated.
Gene editing. AI diagnostics. Multi-omics.
Intervention capabilities have accelerated. Gene editing. AI diagnostics. Multi-omics.
Intervention capabilities have accelerated.
Gene editing. AI diagnostics. Multi-omics.
Early change detection
has not kept pace.
We can edit genes.
We still struggle to detect
early change.
Early change detection
has not kept pace.
We can edit genes.
We still struggle to detect
early change.
3 -
3 -
Change Comes First
Change Comes First
Physiological systems do not fail suddenly.
They change before they break.
Physiological systems do not fail suddenly. They change before they break.
Physiological systems do not fail suddenly.
They change before they break.
Snapshot systems detect events.
Continuous observation can
detect early change.
The difference is time.
Snapshot systems detect events.
Continuous observation can
detect early change.
The difference is time.
4 -
4 -
Medicine Is Still Snapshot-Driven
Medicine Is Still Snapshot-Driven
Healthcare remains episodic
and threshold-based.
Healthcare remains episodic
and threshold-based.
Healthcare remains episodic
and threshold-based.
Labs. Checkups. Alerts. Scores.
Labs. Checkups. Alerts. Scores.
Labs. Checkups. Alerts. Scores.
Even wearables compress
continuous signals into metrics.
We measure what is.
We don’t preserve change over time.
Even wearables compress
continuous signals into metrics.
We measure what is.
We don’t preserve change over time.
5 -
5 -
Health Is Already Always-On
Health Is Already Always-On
Measurement is now always-on.
Measurement is now always-on.
Apple Watch. Oura. Whoop. CGM.
Apple Watch. Oura. Whoop. CGM.
Apple Watch. Oura. Whoop. CGM.
Sensors are ambient. Data is constant.
We have more metrics than ever.
We still struggle to understand change.
Sensors are ambient. Data is constant.
We have more metrics than ever.
We still struggle to understand change.