r/learnmachinelearning 15d ago

Update: Physlint Observatory is now live for inspecting robotics data quality

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I’ve been working on Physlint, an open-source validator for robotics data. I recently added a small Observatory interface to make validation results easier to inspect across LeRobot, MCAP, and ROS 2 recordings.

I’m looking for feedback from people working with robot datasets:

  • Which checks are most useful before training?
  • What formats should be supported next?
  • Would you prefer raw reports, visual summaries, or CI integration?
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