When I joined Abridge after winning Anthropic’s hackathon earlier this year, I knew firsthand that these events can change careers.
It certainly changed mine.
So one of the first things I wanted to do after joining was help create that same opportunity for others.
This weekend, we brought together nearly 200 clinicians, engineers, researchers, and builders in San Francisco to spend 12 hours asking one question:
What could agentic AI do for healthcare if we started from first principles?
The answer came in the form of 113 projects.
Teams built everything from an ambient emergency department triage agent, to identity-aware patient monitoring with continuous re-triage, to EMS-to-inpatient handoff coordination, and even models that predict physician burnout from clinical activity patterns.
But what stayed with me wasn’t any single project. It was watching clinicians and engineers who had met only hours earlier work together as if they’d been on the same team for years. Conversations moved seamlessly between agentic architectures, clinical workflows, and operational realities. You could feel that everyone in the room believed healthcare deserves better tools.
One of my favorite moments was looking around the room and realizing just how far people had traveled to be there. Participants came from 17 countries, including Poland, Belgium, the United Kingdom, India, Singapore, and South Korea, joining colleagues from across the United States because they all believed the same thing: Healthcare is one of the most important frontiers for AI.
Healthcare is also one of the hardest domains to build for. The workflows are complex, the constraints are real, and the stakes couldn’t be higher.
That’s exactly why nearly 200 incredibly talented people chose to spend a summer Saturday working on these problems.
Looking around the room, I couldn’t help but wonder how many future founders, collaborators, and careers were beginning that day—just like mine did a few months ago.
Huge thanks to everyone who made this possible: our participants, mentors, judges, and our partners at Anthropic, Lightspeed Ventures, and Cerebral Valley.
I’ll be sharing more about the finalists and winning projects over the next few days. For now, here are a few moments from a day I won’t forget.