Vibe Coding Full-Process SOP
Vibe Coding Full SOP: How to Build a Production-Grade Product from Zero with AI
"Vibe Coding" isn't just a buzzword. It's a seismic shift in who can build software.
The core logic: you're no longer "the person who writes code." You're "the person who directs AI to write code."
This article breaks down the "one-person company" development approach into 9 standard steps (SOP).
1. Arsenal Prep: Choosing Models & Tools
You need good tools. In AI coding, free options are often the most expensive (because you'll waste hours debugging).
Model Selection (The Brain)
| Priority | Model | Notes |
|---|---|---|
| Top pick | Claude series | Widely considered best at code logic. Sonnet is the value champ |
| Alternative | OpenAI o1/GPT-4o | Strong reasoning |
| Alternative | Google flagships | Gemini Pro, etc. |
Advice: Subscribe to the paid tier. $20/month buys you top-tier engineering intelligence. That math works out extremely well.
Dev Environment (The Workbench)
| User Type | Recommended Tool | Notes |
|---|---|---|
| Beginner/Mid | Cursor | Best AI-native editor right now. AI baked into every step |
| Traditional | VS Code + Copilot/Codeium | Plugin-based AI integration |
| Total beginner | LLM web interface | No installs needed. Official web UIs handle early scripting |
2. Requirements Engineering: Use AI to Generate a PRD
Most beginners die at step one. Not because they can't code, but because they don't know what they want.
Core Principle
Don't start writing code. Start writing docs.
SOP
Open a strong reasoning model (like o1 or Claude Opus) and input your fuzzy idea:
Hi, I want to build [XXX product] to solve [XXX problem].
Help me create a logical, technically feasible Product Requirements Doc (PRD),
including core feature modules and tech stack recommendations.
AI turns "one-sentence ideas" into "engineering blueprints."
This document is your "constitution." All subsequent code generation is based on it. If you spot logic holes, fix them here.
3. Task Breakdown: MVP Mindset & the 10-Minute Rule
Hot Take
AI's context window is limited. Don't chat in one session until the end of time -- as conversations get longer, AI gets dumber.
SOP
- Start a fresh conversation
- Feed in the PRD you just generated
- Give the instruction:
Based on this document, break out the first core feature (MVP)
that can be completed and verified in 10 minutes.
Pitfall Guide
- Start with Python (rich ecosystem, high fault tolerance)
- Do local tasks first -- don't jump to web scraping. Get code running on your machine first
4. Closed-Loop Validation: Build a Positive Feedback Loop
The Essence of Vibe Coding Is "Feedback"
Don't try to write the entire app in one shot.
- Write one function, run it
- Write one button, click it
After each small win, tell AI explicitly:
This feature worked. Next, let's build [XXX feature] on top of this code.
Core Value
Keeping a "small steps, fast iterations" rhythm -- that constant success feedback helps you overcome the fear of code.
5. Debugging Philosophy: Treat Errors as Prompts
Bugs are inevitable. Don't panic.
In Vibe Coding, error messages aren't proof of failure -- they're the key to solving the problem.
SOP
Copy-paste "the error code" + "the red terminal error message" straight to AI.
Script:
Got an error when running. Here's the error info.
Analyze the cause and give me the fixed complete code.
[paste error message]
Usually 2-3 rounds of "error-fix" cycles solve it.
6. Knowledge Gap Fill: Complete the Software Engineering Puzzle
At some point, you'll find AI code that runs but you don't know how to assemble the pieces. Time for some "internal strength" training.
Core Principle
Don't systematically study programming. Study software engineering architecture.
Recommended Questions to Ask AI
What are frontend and backend?
What is a database?
What is an API?
What is a Git workflow?
Use AI as your private tutor. Don't know something? Just ask.
Once you understand the structure, you can direct AI to build the skyscraper.
7. Version Control: The Undo Button for Code
Once your code exceeds 100 lines, you must use Git.
Recommended Tool
GitHub Desktop (GUI)
- It's not just a code repository -- it's your time machine
- Let AI teach you how to Commit and Push
Core Value
When new code breaks everything, you can always roll back to the last working version.
That's the biggest source of confidence for beginners.
8. Deployment: Serverless Is the Ultimate Answer
Code's done. How do you let others use it? Buy a server, install Linux, configure environments?
Don't. That's a nightmare for beginners.
Recommended: Cloudflare Workers
A Serverless platform.
| Advantage | Details |
|---|---|
| High free tier | 100,000 requests per day |
| Zero maintenance | No server maintenance, just code |
| Built-in database | D1 database included, scalable |
How To
Just ask AI:
How do I deploy my Python/JS code to Cloudflare Workers?
It'll give you a step-by-step walkthrough.
Other Deployment Options
| Platform | Best For |
|---|---|
| Vercel | Frontend, Next.js |
| Railway | Full-stack projects |
| Render | Backend services |
| Supabase | Projects needing a DB |
9. Long-Term Thinking: Evolve with AI
Vibe Coding isn't about becoming a Ctrl+C/V copy-paste machine.
Through pair-programming with AI, you'll naturally learn:
- How to break down problems
- How to design logic
- How to troubleshoot
The barrier is dropping, but the ceiling is rising.
9-Step SOP Summary
| Step | Name | Core Action |
|---|---|---|
| 1 | Arsenal Prep | Choose model (Claude) + tool (Cursor) |
| 2 | Requirements | Use AI to generate a PRD |
| 3 | Task Breakdown | MVP mindset, 10-minute rule |
| 4 | Closed-Loop | Small steps, build positive feedback |
| 5 | Debug Philosophy | Error message = Prompt |
| 6 | Knowledge Fill | Learn architecture, not syntax |
| 7 | Version Control | Git + GitHub Desktop |
| 8 | Deployment | Serverless (Cloudflare Workers) |
| 9 | Long-Term | Evolve with AI |
Take Action Now
Find a small pain point in your life and use this SOP to build your first product.
Recommended first project:
- A simple Todo app
- A personal expense tracker
- A bookmark manager
Remember: You don't need to know how to code. You just need to know how to describe what you want.
Original author: Yingya Shenglan | Published 2025-11-30
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❓ 常见问题
关于本章主题最常被搜索的问题，点击展开答案
Vibe Coding SOP 一共几步？哪一步最容易跳？
9 步：军火库储备 → 需求工程（PRD）→ 任务拆解（MVP+10 分钟原则）→ 闭环验证 → 调试哲学 → 知识补完 → 版本管理（Git）→ 上线部署（Serverless）→ 长期主义。最容易跳的是第 2 步 PRD —— 新手直接上代码，没文档当"宪法"，AI 改一轮跑偏一次，跑 5 轮就崩了。
为什么本章推荐 Cursor 而不是 VS Code + Copilot？
Cursor 是 AI 原生编辑器，AI 深度集成到代码编写每个环节（Cmd+K 改代码、Cmd+L 对话、Composer 跨文件 refactor）；VS Code + Copilot/Codeium 是插件形式接入，体验是"补全 + 对话面板"，没法做跨文件协作。本章定位：入门/进阶用 Cursor，传统派用 VS Code，纯小白用大模型网页版起步。
10 分钟 MVP 原则具体怎么操作？
3 步：(1) 重启一个新对话避免 context 降智；(2) 把 PRD 投喂给 AI；(3) 下指令 "基于这个文档，请帮我拆解出第一个可以在 10 分钟内完成并验证的核心功能（MVP）"。避坑：起步用 Python（生态丰富、容错率高）；优先做本地任务（Local），别一开始就联网抓数据。
为什么本章推荐 Cloudflare Workers 而不是自建服务器？
对新手，自建 Linux + 装环境 + 配 nginx 是噩梦。Cloudflare Workers 三个核心优势：(1) 免费额度高 — 每天 10 万次请求；(2) 无需维护 — Serverless 不用管服务器；(3) 内置 D1 数据库 — 扩展性强。其他选项：Vercel（前端 / Next.js）、Railway（全栈）、Render（后端）、Supabase（需要 DB 的项目）。
知识补完阶段，到底要学什么不学什么？
学软件工程架构，不学语法。本章列的必学概念：什么是前端 vs 后端、什么是数据库、什么是 API 接口、Git 工作流是什么。理解结构才能精准指挥 AI "盖楼"，不需要花 3 个月系统学 JavaScript / Python。把 AI 当私人导师，哪里不懂点哪里 — "门槛在降低，但上限在提高"。