Are Self-Evolving Agents Continual Learners?

What this work does

Self-evolving agents improve aggregate task performance but struggle to retain compatible knowledge across changing topics, workflows, and domains. Shared prompt edits overwrite prior instructions, while similarity-based memory retrieval can select experiences with incompatible workflows.