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 on the model to read that text, or move…