When Context Changes: Understanding Update Failures in LLMs.

arXiv:2609.38866v2 Announce Type: replace Abstract: As preferences, goals, and facts change, LLM agents must use the current state while earlier versions remain in context. Yet they can answer with an old value of the same variable, a failure that we call stal