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Qi-Lai Cheng

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#artificial intelligence Preprint Oct 2026

WorkflowOps: Learning Agent Collaboration Priors for Multi-Agent Workflow Orchestration

Multi-agent systems are increasingly deployed for complex knowledge work, yet their orchestration layers remain largely memoryless: each new task is decomposed, assigned, and executed from scratch with no benefit from prior successful executions. We present WorkflowOps, a multi-agent workflow orchestration framework th...

Qi-Lai Cheng, Sheng-Yu Chen, Wei Cheng et al. · 0 citations