The Value of Memory in Language Agents.

arXiv:2610.31303v2 Announce Type: replace Abstract: Memory enables language agents to carry useful distinctions from past experience into future decisions. Its value depends on which distinctions survive, whether a bounded agent can use them, and what can be r