Robotics roundtable: data flywheels for real-world robot autonomy
chris_j_paxton · x · 2026-10-21
An Encord Long Horizon roundtable, "Closing the Loop: Data Flywheels for Real-World Robot Autonomy," brought together Jason Ma (Dyna Robotics), Chris Paxton (Agility Robotics), Tye Brady (Amazon Robotics), Nitish Srivastava (Serve Robotics), and Andrew Lonsberry (Path Robotics). Core theme: robots that work outside the lab require closing the data loop—deploy, collect failures and edge cases, retrain, repeat—straight from teams shipping production deployments.
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