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Introduces Reasoning Primitive Induction, a method that mines successful ReAct traces to cluster recurrent reasoning moves into typed pseudo-tools, outperforming the original agent by tens of percentage points on benchmarks.
This paper proposes principled approaches for designing and optimizing practical agentic LLM systems, introducing a framework with pseudo-tools and fixed workflows to improve modularity, cost-efficiency, and accuracy across diverse tasks.