Think Before You Act: Decision Gate for LLM Agents.

arXiv:2610.38620v1 Announce Type: new Abstract: LLM agents increasingly perform consequential actions through external tools, yet their proposed actions are often executed without independent verification of policy compliance or task completion. We introduce J