AI RESEARCH
Four-Axis Decision Alignment for Long-Horizon Enterprise AI Agents
arXiv CS.AI
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ArXi:2604.19457v1 Announce Type: new Long-horizon enterprise agents make high-stakes decisions (loan underwriting, claims adjudication, clinical review, prior authorization) under lossy memory, multi-step reasoning, and binding regulatory constraints. Current evaluation reports a single task-success scalar that conflates distinct failure modes and hides whether an agent is aligned with the standards its deployment environment requires.