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chris muscarella

@cm

Intersections: stablecoins, emerging markets, credit, and AI. Art of being human + the art of craft.

Double Sharp, founder/ceo; Field Co, ironman / founder
astral projection christmasgorilla.com Joined December 2006
5.6K Following 7.6K Followers 8.8K Posts

Latest posts 5

chris muscarella @cm
This is what it actually looks like when the future is accelerating and it’s not just “hand wavey” demos
Josh Gruenstein Verified account @joshgruenstein 6d
Introducing TRACE: deployment-time compute scaling for robot learning.

From a few Tutor demos, frontier LLM agents rebuild a robot's task in sim and train reliable, human-speed policies. Performance becomes a function of compute.

TI-0.1 is our first model trained with TRACE.
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chris muscarella @cm
Watching Josh cook for a few years and having a front row seat has consistently made me update my priors on how we get to scaled robotics—Tutor’s models learn from real work, and that’s the data the rest of robotics has been missing. GTM in the ai/robotics age almost everything
Josh Gruenstein Verified account @joshgruenstein Nov 2
We raised a $75M Series B to deploy intelligent robots now, led by @a16z, with participation from @usv and @neo.

@tutorintel robots work real jobs across the United States, directed by human “tutors” and the foundation models we’ve trained on the work done. This round accelerates frontier model training, robot manufacturing, and deployment into industry.

We’re in almost 4x as many sites as a year ago; nearly a third of this year’s deployments went to existing customers coming back for more; and we’re on track to have more than 1,000 robots under contract by the end of 2027.

Our mission is to proliferate robotics for the common good. If you want to make robots reliably do things others think are impossible, for people who’ve never had access to this technology, join us.
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