Machine Learning Lifecycle

Do AI agents need continuous training and updates?

AI agents need continuous training and periodic updates to stay effective and reliable. Real-world environments are dynamic: user behavior, data patterns, regulatory constraints, and external contexts constantly evolve. Without ongoing retraining on new data, AI agents risk data drift, reduced accuracy, and outdated decision-making.