AI agent cooperation From the report of
Team plans, zero-shot conventions and summaries that invent rules
- Authors’ claims
ReScopeBench tests whether agents keep experience current
Huang, Guo, Zhang and colleagues benchmark experience lifecycles across 18 interactive environments with silent environmental changes on 20 models. Retained experience improves performance, but agents struggle to keep it current, and correct records do not guarantee task success.
Assessment
A missing axis for long-lived cooperating agents: memory that was true when written but no longer is.
Submitted November 3; included in the November 5 listings.