Measure Learning at Steady State: A BIRD-SQL Formula 1 Case Study

Continual Learning Bench scores learning as short-horizon gain versus a reset baseline and finds naive full-context ICL strongest among the memories it tested. We treat ICL as one learning system and score it on a longer shared-world schedule.