[Operations & maintenance] Dataset quality for industry labs (intermediate)

We are organizing discussion threads around the Operations & maintenance track in RCSV Robotics Academy.

What minimum metadata fields are non-negotiable for learning-ready logs?

Context: this thread is for industry labs and focuses on intermediate execution. Please share practical details from your own builds.

If you respond, include one concrete metric, constraint, or failure mode you observed.