Speed Up Robot Training with Proof of Quality
Summary
Sapien explains how the review queue between processed robot data and the next model run controls retraining cadence. The announcement covers measuring collection processing and training throughput and introduces Proof of Quality to evaluate episodes against expert standards so teams can know when trusted data is ready for the next training run.
Robotics teams can collect and process training data episodes faster than reviewers can evaluate whether or not they belong in the training set. Collection, processing and training each have a measured throughput, while the judgment stage between processing and training often does not. That review rate determines when enough trusted data exists to start the next training run.
Proof of Quality measures each episode against the standard your experts set.
How Proof of Quality works with Robotics:
https://www.sapien.io/blog/the-review-queue-between-robot-data-and-the-next-model
