Do I Need the Cloud? Uncertainty-Aware Step-Level Handoff for Small Language Model Agents.

arXiv:2610.07816v1 Announce Type: new Abstract: Small language models (SLMs) are attractive as local agent controllers because they reduce remote inference, latency, and deployment footprint, yet structured tool errors can cause an agent step to fail. Existing