
Has cuffless blood pressure been proven possible?
I deep dive into the clinical validation around the recently FDA cleared cuffless BP. monitor by Hilo (previously Aktiia).

The Whoop Saga and how not to be a credible wellness/medical company.
Here I deep dive into the Whoop controversy and why the FDA is right.



SpO2 is the most underrated vital
SpO2 is the most underrated vital. I've reviewed over 1000 hours of raw SpO2 waveforms on very sick patients and SpO2 was the vital the vital that indicated something serious.
This post goes into detail on the issues surrounding current SpO2 monitoring and how to address them.

Can you measure blood pressure in a smart watch?
A deep dive into measuring blood pressure on smart watches and why it is unlikely to be able to.

How AI will affect medical device business models.
How will AI disrupt the medical device market business models and why they will change.

Understanding Generative AI and Compression
How does Generative AI learn and what does that mean for how we use it.

6 Steps To Create FDA/CE Compliant Data Products
Whats the path to go from 0 to a medical AI being used in the real world.

Validating Medical AI Algorithms
How do we take an idea for a medical AI, make sure its safe and make the regulators happy.

Types of FDA clearance for Medical Devices (and their differences).
What are the different regulatory pathways for my medical device and which one applies.