Machenta demos instant robot learning at CoRL 2026, founded by Imperial College one-shot learning team
Ed__Johns · x · 2026-11-10
Robot-learning startup Machenta is demoing at CoRL 2026 in Austin: visitors can think up a task and watch a robot learn it instantly — "Instant Robot Learning." The team is also hiring.
Machenta grew out of Imperial College London's Robot Learning Lab after six years of one-shot learning research. Key breakthroughs:
- Instant Policy (ICLR 2025): showed in-context learning for robotics is possible pre-trained purely in simulation; won awards from Microsoft and Amazon
- Learning a Thousand Tasks in a Day: one-shot learning at scale with unprecedented efficiency and generalization, featured on the Science Robotics cover
Founders: Edward Johns (CEO, Professor of Robot Learning at Imperial) and Vitalis Vosylius (CTO). All authors of the five core papers joined, alongside researchers from DeepMind, Dyson, Huawei, and Stability AI.
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