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cs.AI2026
STAGE: Stateful Translation to Agentic Graph Execution with Policy-Scoped Context and Deterministic Control
Mengxi Luo, Changjia Chen, An Cao +2
Policy-governed agents must interpret case evidence while reliably following authorized procedures. We present STAGE, an executable-graph framework that confines model judgment to…
cs.AI2026
ESCROW: Guarded and Dual-Objective Continual Maintenance for Agents in Policy-Governed Enterprise Workflows
Xuhui Wang, Ruoqi Shu, Chen Dan +4
LLM agents increasingly run policy-bound enterprise workflows, where they must apply rules consistently and stay auditable. Deploying such an agent is the start of its long-term ma…