Published onMarch 15, 2026Continual Learning for AI Systems — Keeping Models Fresh Without Catastrophic Forgettingcontinual-learningfine-tuningknowledge-updateMLOpstrainingStrategies for updating LLMs with new data including knowledge cutoff solutions, fine-tuning approaches, elastic weight consolidation, experience replay, and RAG alternatives.