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name: mas_continual_recovery_eval description: Evaluate MAS in a bounded sequential-learning recovery and report forgetting plus mechanism checks.

MAS Continual Recovery Evaluation

Use for reduced MAS recovery when full datasets are unavailable. Compare task-1 score before and after finetuning/MAS, and accept only if MAS reduces forgetting with mechanism checks. Validate with python tests/test_eval.py.