# Robotics Episode Review

A gallery of labeling and evaluation interfaces built with Label Studio Enterprise programmable interfaces. Each entry is a starting point to adapt, not a fixed template.

**Category:** Physical AI  
**URL:** https://humansignal.com/use-cases/robotics-episode-review

Step through a robot policy rollout across multi-camera video, rate execution quality, and refine a timeline of subtasks, mistakes, and subgoals.

A policy rollout is judged on video, but the useful output is a timeline: where each subtask started, where the mistake happened, what the coaching note should say. This interface keeps both in view.

Annotators watch top, wrist, and other camera streams in a single, gallery, or main-plus-side layout, scrub with frame stepping and speed control, and edit segments from the timeline toolbar: add a subtask, split at the playhead, mark a mistake, pin a subgoal. A metadata panel holds the 1 to 5 quality rating, control mode, speed bin, and robot ID.

## More Physical AI interfaces
- [LiDAR Object Detection & Tracking](https://humansignal.com/use-cases/lidar-object-detection-tracking)

[All use cases](https://humansignal.com/use-cases)