Bellman Language Models: Solving the Recurring Decisions of LLM Agents.

arXiv:2610.24871v1 Announce Type: new Abstract: A general observation in agentic workflows, especially bounded ones, is that the decision space of the LLM, when we separate a decision from generation, starts approaching saturation: the agent meets the same sta