Unverified50% confidenceOpinionExact time
The unit of change in an LLM application is the combination of prompt, model and parameters, and answering "what did this change affect" requires diffing behavior across versions rather than merely comparing text.
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50%
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Long-term
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10/18/2026
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UnverifiedThe version under test is jointly determined by the model used, model parameters, prompts, and context; a change in any one of these constitutes a change in the version under test.74% similarUnverified切换不同LLM时需针对性测试，因为不同模型在提示词格式、上下文窗口长度、函数调用协议及结构化输出能力上存在差异71% similarUnverifiedLLM应用的行为由系统提示词、RAG数据源、底层模型版本、工具调用与Agent能力等高度可变的部分共同决定71% similarUnverifiedLLM作为调度中枢的设计模式被称为ReAct（Reasoning + Acting）框架70% similarUnverifiedIn the revision stage, LLMs can point out logical jumps, redundant sentences, or check whether arguments lack supporting evidence.69% similar
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