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Hierarchical frameworks like Microsoft AutoGen deliver a 40% performance boost, though developers hit a scaling wall at 50 concurrent agents. Production governance is shifting toward Human-in-the-Loop patterns to increase user trust by 60%, even as benchmarks like GAIA reveal a performance cliff for complex web tasks.
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