MiRL trains terminal agents against recurring misbehaviours instead of whole-task RL alone
Name the recurring wrong shell moves first, then start RL at those prefixes so fewer rollouts buy the same Terminal-Bench climb.
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One brief a week.
New releases, then the constraint.