Machenta exits stealth with $40M seed for instant one-demonstration robot learning
Ed__Johns · x · 2026-10-27
Ed Johns announces Machenta, a new robotics company out of stealth with a $40M seed round co-led by Creandum and USV, building "Instant Robot Learning."
- Their robot foundation model learns tasks from a single demonstration with no further training, vs. the usual hours/days of data collection
- The model is trained entirely in simulation, without a single pixel of real-world data
- Johns describes teaching robots as feeling like "physical vibe coding"; Chris Paxton's retweet calls single-demo teaching key to making robots broadly useful
Related event: London robotics startup Machenta exits stealth with $40M seed round(21 posts)→
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