CASEL: Consequence-Aware Selective Execution for Reliable Long-Horizon Tool-Using Agents.

arXiv:2610.36570v1 Announce Type: new Abstract: Tool-using language agents increasingly modify external systems, yet most runtime safeguards allocate scrutiny by generic uncertainty scores or coarse mutation heuristics. We introduce CASEL (Consequence-Aware Se