Unverified50% confidenceFactExact time
Traditional software behavior is deterministic, whereas the core of an Agent is a large language model whose behavior is probabilistic and dependent on the specific model.
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9/15/2026
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UnverifiedThe core differences between an Agent and an ordinary large language model manifest in three aspects: autonomous tool invocation, iterative decision-making, and context memory management.77% similarUnverifiedAgent能力的底层依赖于大语言模型的推理能力（Chain-of-Thought）以及ReAct（Reasoning + Acting）框架76% similarUnverifiedThe large language model capabilities behind Agent frameworks determine the quality of programming task completion more than the frameworks themselves.76% similarVerifiedAgents possess capabilities for planning, tool invocation, memory, and autonomous iteration, distinguishing them from the single-round question-and-answer mode of traditional large language models.74% similarUnverifiedAgent的工具调用决策完全依赖大模型的语义理解和逻辑推理能力，不是程序员用if-else硬编码控制的73% similar
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