01 · Define the task and criteria
Make the outcome explicit.
Choose the behavior to evaluate, the task outcome and the relevant policies or cohorts. Keep collection conditions alongside the comparison.
Evaluation
Catch regressions before rollout. Find the failing steps with video and sensor evidence, then curate the data needed to improve the next version.
Where does this task fail, and what evidence explains it?
Same unsuccessful subtask in both sample runs.
Compare the runs and inspect evidence ↗01 · Define the task and criteria
Choose the behavior to evaluate, the task outcome and the relevant policies or cohorts. Keep collection conditions alongside the comparison.
Put the red marker in the purple bowl.
Same session and task, different policies.
Start with recorded runs and task criteria. For simulation, use an existing benchmark or your environment.