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Single-agent optimization toolbox Techniques are grouped into: (i) LLM behavior (training for reasoning; test-time scaling with search and verification), (ii) prompt optimization (edit, generate, text-gradient, evolutionary), (iii) memory optimization (short-term compression and retrieval; long-term RAG, graphs, and control policies), and (iv) tool use and tool creation.
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