Decoupling Memory from Context: Structured Memory for Token-Efficient Test-Time Continual Learning.

arXiv:2610.02687v2 Announce Type: replace Abstract: Large language models (LLMs) are increasingly deployed in enterprise, scientific, and medical applications, where agents must incorporate domain-specific knowledge and adapt from experience. Context engineeri