Where Does Truth Live? A Field Guide to Agentic Engineering Methodologies

这篇Dev.to热文直指AI编程圈的热点争议：当AI能自动写代码后，真正的难题已经从“让AI干活”转向了“怎么确保AI干得对”。作者延续上一篇文章的“三技能工作流”话题，提出了一份关于“代理式工程方法论”的实地指南——核心问题就藏在标题里：“真相到底住在哪？”说白了，以前代码是唯一的真相来源，而现在AI生成的代码越来越不可控，验证、测试和人工审查反而成了决定系统靠不靠谱的关键环节。对于普通人来说，这听起来很技术，但实际上和每个人都有关。未来你用的支付软件、银行App、外卖系统，背后可能都有AI在参与编写代码。如果开发者只追求“AI写得快”而忽略了“AI写得好”，那出错的概率就会悄悄上升。这篇文章的价值在于，它点醒了开发者：AI不是万能写手，而是一个需要被严格管理、验证和约束的“实习生”。让AI干活固然爽，但最终对代码质量负责的，还得是人。

<p>Last time I wrote about the three-skill workflow I use to ship payment infrastructure, and about where the bottleneck went once code stopped being the bottleneck.</p> <div class="ltag__link--embedded"> <div class="crayons-story "> <a href="https://dev.to/mtsammy40/agentic-engineering-is-not-vibe-coding-the-three-skill-loop-i-use-to-ship-distributed-systems-2bge" class="crayons-story__hidden-navigation-link">Agentic Engineering Is Not Vibe Coding: The Three-Skill Loop I Use to Ship Distributed Systems</a> <div class="crayons-story__body crayons-story__body-full_post"> <div class="crayons-story__top"> <div class="crayons-story__meta"> <div class="crayons-story__author-pic"> <a href="/mtsammy40" class="crayons-avatar crayons-avatar--l "> <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1368344%2Fdc35f5bb-1ed9-4b80-a7e4-e76041372894.jpg" alt="mtsammy40 profile" class="crayons-avatar__image" width="800" height="801"> </a> </div> <div> <div> <a href="/mtsammy40" class="crayons-story__secondary fw-medium m:hidden"> Samuel Mutemi </a> <div class="profile-preview-card relative mb-4 s:mb-0 fw-medium hidden m:inline-block"> Samuel Mutemi <div id="story-author-preview-content-4294299" class="profile-preview-card__content crayons-dropdown branded-7 p-4 pt-0"> <div class="gap-4 grid"> <div class="-mt-4"> <a href="/mtsammy40" class="flex"> <span class="crayons-avatar crayons-avatar--xl mr-2 shrink-0"> <img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1368344%2Fdc35f5bb-1ed9-4b80-a7e4-e76041372894.jpg" class="crayons-avatar__image" alt="" width="800" height="801"> </span> <span class="crayons-link crayons-subtitle-2 mt-5">Samuel Mutemi</span> </a> </div> <div class="print-hidden"> Follow </div> <div class="author-preview-metadata-container"></div> </div> </div> </div> </div> <a href="https://dev.to/mtsammy40/agentic-engineering-is-not-vibe-coding-the-three-skill-loop-i-use-to-ship-distributed-systems-2bge" class="crayons-story__tertiary fs-xs"><time>Aug 2</time><span class="time-ago-indicator-initial-placeholder"></span></a> </div> </div> </div> <div class="crayons-story__indention"> <h2 class="crayons-story__title crayons-story__title-full_post"> <a href="https://dev.to/mtsammy40/agentic-engineering-is-not-vibe-coding-the-three-skill-loop-i-use-to-ship-distributed-systems-2bge" id="article-link-4294299"> Agentic Engineering Is Not Vibe Coding: The Three-Skill Loop I Use to Ship Distributed Systems </a> </h2> <div class="crayons-story__tags"> <a class="crayons-tag crayons-tag--monochrome " href="/t/webdev"><span class="crayons-tag__prefix">#</span>webdev</a> <a class="crayons-tag crayons-tag--monochrome " href="/t/ai"><span class="crayons-tag__prefix">#</span>ai</a> <a class="crayons-tag crayons-tag--monochrome " href="/t/programming"><span class="crayons-tag__prefix">#</span>programming</a> <a class="crayons-tag crayons-tag--monochrome " href="/t/automation"><span class="crayons-tag__prefix">#</span>automation</a> </div> <div class="cra