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Startups & Venture·October 28, 2026·1 min read

Machenta raises $40M to teach robots a task from a single demonstration

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$40M into one-shot robot learning is a bet that data collection, not hardware, is the main bottleneck in automation. If you run repetitive physical workflows, start mapping tasks where a single expert demo could encode the process—those are the first candidates for this class of systems.