Learning Situation-Conditioned Thinking Policies for Long-Term LLM Agents
arXiv:2610.09590v1 Announce Type: cross Abstract: Long-running autonomous agents must reuse accumulated reasoning experience without allowing explicit historical memory and LLM context to grow indefin