"interoperability standards"

A productivity tool makes you faster at what you were already doing. An AI agent can completely change what you're doing.

There is significant opportunity to improve long term health outcomes with ambient home monitoring.

Exploring AI agent swarms, emphasizing governance, interoperability, identity, trust, and collaborative human oversight

Healthcare fails in coordination, not capability. Yet most innovation still targets the wrong layer. ​