How Strongly Should Task State Influence an LLM Agent?

arXiv:2609.25686v1 Announce Type: new Abstract: Long-horizon assigned work requires an LLM agent to track the state of a task: which steps are done, blocked, cancelled, or open to repetition. Agent systems either keep this state as text in the prompt and rely