London's new Machenta Physical AI lab claims one-shot task learning

Ed__Johns · x · 2026-10-28

Investor Andreas Klinger spotlights Machenta, a new Physical AI lab in London with a "near-heretical" approach: no massive vision models, no hours of post-training, and no 20 video takes — show the robot a task once and it can very likely repeat it. The technical route leans heavily on in-context learning and explicit 3D, with more details not yet public. Klinger argues they have a legitimate claim to soon become world-leading.

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