What makes continual learning difficult, and how would you control regressions?
Instruction: Give a clear explanation, a practical example, and the main limitation.
Context: Explain forgetting, evaluation contamination, and practical release controls for repeated model updates.
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The challenge is improving performance on new data without losing useful behavior on older tasks...