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This paper introduces AgentForesight, a framework for online auditing and early failure prediction in LLM-based multi-agent systems. It presents a new dataset, AFTraj-22K, and a specialized model, AgentForesight-7B, which outperforms leading proprietary models in detecting decisive errors during trajectory execution.