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A strong target-specific calibration-transfer error can exist within one frozen environment, but the evidence does not establish that the error is intrinsic to the model or general across benchmarks.
Outdated procedural memories do not inherently degrade agent performance: language models reliably prioritize grounded in-context evidence over conflicting historical routines across diverse task perturbations.
