Harness Continual Learning: Continual Adaptation Beyond Model Parameters.

arXiv:2608.19013v2 Announce Type: replace-cross Abstract: Continual learning has largely been model-centric, treating model parameters as the state that changes with sequential experience. Modern agents can also adapt through a harness of prompts, memories, to