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Scaling robot data is a variance problem, not a volume problem. The 2026 tool stack, the diversity budget, real cost benchmarks, and what breaks first.
Teleoperation
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Most robot policies fail because of bad data, not bad models. Here is how teleoperation, kinesthetic teaching, and human video actually work in the field.