Chai Asawa of Abridge discusses architectural decisions around handling clinician memory and customization alongside rapidly evolving foundation models.
“When you think the models are rapidly changing, whether it's in-house or third party, baking into the model weights, sometimes you worry that it could be a little throwaway. And so, like, how do you need to find a way that you decompose the problem, the preferences from the underlying models and so forth.”
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More from Chai Asawa
PredictionNot checkable as stated
Asawa: Many more AI products will become ambient and always-listening
“We're ambient, and we're always listening in the background. And I think many more AI products will go that way, but it's actually how we started.”
Chai AsawaMay 14, 2026▶ 7:48Inside Abridge: The AI Listening to 100 Million Doctor Visits — Abridge's Janie Lee & Chai Asawa
Opinion
Asawa: Proactive ambient AI without screens is the best form of AI
“And I think that's actually the, like, the greatest form of AI we can create. AI that's actually seamless. You're not actually looking at your screen. It's always there. It's always helping you out and being proactive.”
Chai AsawaMay 14, 2026▶ 7:55Inside Abridge: The AI Listening to 100 Million Doctor Visits — Abridge's Janie Lee & Chai Asawa
AssertionNot checkable as stated
Asawa: Abridge holds proprietary dataset approaching hundreds of millions of medical conversations
“So for example, we have on the order of eighty million or hundreds of millions actually now getting close to of medical conversation.”
Chai AsawaMay 14, 2026▶ 20:54Inside Abridge: The AI Listening to 100 Million Doctor Visits — Abridge's Janie Lee & Chai Asawa
Insight
Asawa: Almost every AI agent functions as a coding agent underneath
“Almost every agent is a coding agent underneath underneath the hood, right? So you give it whatever, a file system, it can write its own code and so forth.”
Chai AsawaMay 14, 2026▶ 22:40Inside Abridge: The AI Listening to 100 Million Doctor Visits — Abridge's Janie Lee & Chai Asawa
Insight
Asawa: AI 'slop' is fundamentally AI operating without context
“A writing that doesn't feel like your own, and then we call that slop, but the way I describe one framing of slop is, like, AI without context”
Chai AsawaMay 14, 2026▶ 28:47Inside Abridge: The AI Listening to 100 Million Doctor Visits — Abridge's Janie Lee & Chai Asawa
Insight
Asawa: Past enterprise search startups failed on quality, not market viability
“I think a lot of times enterprise search startups failed because the quality wasn't great enough, but the learning that people took away from that is, oh, enterprise search is not good enough. And so, like, quality, I think, really changes the game of, like, i…”
Chai AsawaMay 14, 2026▶ 55:02Inside Abridge: The AI Listening to 100 Million Doctor Visits — Abridge's Janie Lee & Chai Asawa
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