Decision-Sufficient State Representations: Measuring and Reducing Write-Time Regret.

arXiv:2609.32805v2 Announce Type: replace Abstract: Long tasks produce more history than an LLM agent can hold in its context, and more than it uses reliably even when the history fits. A growing line of work therefore has agents carry a short written state in