When Successful Strategies Fail: Adaptation to Environmental Novelty in Terminal Agents.

arXiv:2609.33870v1 Announce Type: new Abstract: LLM agents increasingly solve long-horizon tasks by autonomously interacting with their environment. In doing so, their strategies rely on assumptions about that environment: which resources and tools exist, wher