Verified65% confidenceFactTime unknown
Karpathy提出了软件1.0（显式规则代码）、软件2.0（神经网络训练）、软件3.0（提示词编程）的演进框架
3
Sources
65%
Confidence
Long-term
Relevance
5/31/2026
First Seen
Sources
Karpathy谈氛围编程与智能体工程：程序员的范式大转变
bilibili上下文keepContext
Related Entities
Related Claims
UnverifiedKarpathy defines Software 2.0 as a paradigm where the core of programming shifts from writing code to organizing datasets, designing objective functions, and training neural networks.80% similarUnverifiedKarpathy defines Software 1.0 as the traditional programming paradigm where humans write explicit code rules and computers execute according to predetermined logic.79% similarUnverifiedAndrej Karpathy于2017年提出'软件2.0'概念，核心思想是传统软件由人类编写的显式指令构成，而软件2.0由神经网络权重构成78% similarUnverifiedKarpathy defines Software 3.0 as a paradigm where the essence of programming shifts to prompt engineering, with large language models becoming a new universal computational interpreter.75% similarUnverifiedKarpathy认为软件3.0中上下文窗口是程序员操控LLM解释器的核心杠杆69% similar
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