Rewards for Budget-Aware Multi-Turn Agents That Adapt to Arbitrary Test-Time Constraints.

arXiv:2610.28409v1 Announce Type: cross Abstract: Large language model agents are often given an inference budget and asked to maximise success within it. A multi-turn agent has to allocate this budget across many environment interactions. An external harness