staged stage 2 -- Curriculum: L1 -> L1,2 -> ... -> L1..5 (constant rank)

LoRA rank / alpha: 32 / 64 (scaling: alpha/r)
Full rank schedule: 32 -> 32 -> 32 -> 32 -> 32
Replay (cumulative levels): True
Stage partition: difficulty
Early stopping patience: 1000000
Cumulative train examples this stage: 1817
Validation split seed: 42 (5% of train, stratified by level; test set never used for selection)
Code commit: 1967848696478b02e365550eb6da186f2d5b2bcf

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