Loop工程:从提示词工程师到Loop设计师的14步路线图。
Most developers still prompt their coding agents by hand. They type, they wait, they read the diff, they type again. 9out of 10 builders have never written a single loop that prompts the agent for them.
大多数开发者仍然手动prompt他们的coding agents。他们输入,等待,阅读diff,再次输入。10个builder中有9个从未编写过一个能替他们prompt agent的loop。
No automation, no state file, no verifier, no schedule. The leverage point has moved - from typing prompts to designing systems that prompt. This is the 14-step roadmap from prompter to loop designer.
没有自动化,没有state file,没有verifier,没有schedule。杠杆点已经转移——从输入prompts到设计用于prompt的系统。这是从prompter到loop设计者的14步路线图。
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This is the 14-step roadmap to make that shift - sourced from Anthropic’s engineering docs, Addy Osmani’s long-form on loop engineering, and recent measurement studies.
这是实现这一转变的 14 步路线图——源自 Anthropic 的工程文档、Addy Osmani 关于循环工程的长篇论述以及最近的测量研究。
Three tiers: figure out if you actually need a loop, learn the five building blocks, then build the smallest one that works without hurting you.
三个层级:明确你是否真正需要循环,掌握五个构建模块,然后构建一个最小且安全可用的循环。
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14 steps. 3 tiers. Stop prompting. Start designing.
14个步骤。3个层级。停止prompt。开始设计。
PART 1 · The Why & The Test
第一部分 · 原因 & 测试
01. Loop engineering is replacing yourself as the prompter.
01. Loop engineering就是把你作为prompter的角色替换掉。
For two years, the way you got something out of a coding agent was: write a prompt, share the context, read what came back, write the next prompt. The agent was a tool and you held it the entire time. That part is ending.
两年来,你从编程智能体那里获取结果的方式是:编写提示词,分享上下文,阅读返回的内容,再编写下一个提示词。智能体只是一个工具,而你全程掌控着它。这个阶段正在结束。
Loop engineering is building a small system that finds the work, hands it to the agent, checks the result, records what happened, and decides the next move - on its own. You design that system once. ...