"Shall We Approve?" Consequence-Aware Approval for Autonomous Coding Agents.

arXiv:2610.40753v1 Announce Type: cross Abstract: Coding agents increasingly rely on automated approvers to decide whether a proposed shell command may run. Existing approvers, from rule-based checkers to guardrail models and deployed permission classifiers, b