R One
product on 6 shows · 8 statements across 8 episodes
Cheeky Pint 
Latent Space 
How I Built This 
the a16z Podcast 
All-In 
TBPN
8 statements about R One, every show
Scaringe: Rivian captures 35% US market share in premium electric SUVs
“If you draw the boundary diagram around electric premium vehicles, so like premium SUVs that are over 70,000 dollars, we're by far the best-selling vehicle in that class of vehicles, so we have about 35% market share as we draw that boundary diagram”
No open-source model currently matches OpenAI's general agent capabilities
“There really isn't currently an open source model that behaves in the way that these models do. We have things like R-one, which are great at kind of the single-term math and code reasoning problems. But they are not in the general purpose agents world yet.”
Jin: RL enables models to surpass expert labelers and develop self-direction
“The model outperforming expert labelers is, is possible. The model learning, like, self-direction is, like, expected. And yeah, we've seen, like, kind of cool emergent behaviors with, like, you know, like, O-one, O-three, R-one, kind of, like, these, like, thi…”
Knoop: Pure LLMs Score 0% and o1 Scores 1% on ARC-AGI-2
“Pure LLM systems are scoring like zero percent now again on on arc B two single COT systems like R one and O one score like one percent.”
Roucher: Hugging Face will fine-tune DeepSeek-R1 for agent workflows
“Looking forward to this, and for instance we're going to fine-tune R-One on agentic stuff, so we'll, we'll get really good powerhouse models soon.”
Casado: DeepSeek R1 standalone will not have a deep impact
“I don't think that R-One itself as a standalone is going to have that deep of an impact.”
David Sacks argues DeepSeek-R1 only matches a four-month-old OpenAI model
“The R-one model is, is basically comparable to O-one, which OpenAI released four months ago and was training on internally, call it nine or 10 months ago. So OpenAI is on O-three now. Its frontier is ahead of where R-one is.”