agentsopinionneutralEdge-deployed LLM agents must tightly manage their reasoning budget while remaining reliable and deferring to cloud-side models when local uncertainty is too highMachine Learning (Statistics)01 Aug 2026http://arxiv.org/abs/2607.26865v1