How-to recipes

One task per page, each with the commands and the output they really produce. Beginners are better served by the tutorial ladder; these pages assume the vocabulary and get to the point.

I want to…	Recipe
pick or compose the reward a run is scored under	Choose a reward
write the schedule that shifts a run's conditions	Write a schedule
score a trace I produced somewhere else	Score a run you already have
change what the metrics measure against	Tune the protocol
understand the notes under a comparison table	Read the aggregate's flags
make two runs of one document come out identical	Make a run reproducible
turn a trained run into a servable artifact	Export and serve a policy
check my environment, reward, algorithm or provider	Check your plugin
compare algorithm families across seeds	tutorial L4 owns this one end to end