保持确定性工作的一致性

出处: Keep Deterministic Work Deterministic

发布: 2026年3月19日

📄 中文摘要

在代理工程和 AI 驱动开发系列文章的第二篇中,强调了代码开发过程中的确定性工作的重要性。开发的前 90% 通常需要消耗 90% 的时间,而剩余的 10% 则占用了剩余的时间。这一现象揭示了在软件开发中,前期的设计和规划对后续工作的影响。此外,如何确保工作的一致性和可预测性是提高开发效率的关键。通过采用适当的工具和方法,可以在复杂的开发环境中实现更高的确定性,从而减少开发过程中的不确定性和潜在问题。

📄 English Summary

Keep Deterministic Work Deterministic

This second article in the series on agentic engineering and AI-driven development emphasizes the importance of maintaining determinism in the coding process. The first 90% of the code typically consumes 90% of the development time, while the remaining 10% accounts for the rest. This phenomenon highlights the impact of early design and planning on subsequent work in software development. Ensuring consistency and predictability in work is crucial for improving development efficiency. By employing appropriate tools and methodologies, higher levels of determinism can be achieved in complex development environments, thereby reducing uncertainty and potential issues during the development process.

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数据源: OpenAI, Google AI, DeepMind, AWS ML Blog, HuggingFace 等