Are Self-Evolving Agents Continual Learners?

arXiv:2610.25858v1 Announce Type: new Abstract: Large language model agents are often deployed in environments where new knowledge, tools, and workflows keep arriving. Such an agent is therefore expected to adapt continually, learning new tasks as they arrive