Scope: workflow coaching, prompt patterns, tool selection and pre-launch checklists for AI-assisted building; it does not write files, run code, or deploy anything. AI-powered vibe coding workflow coach — master the art of AI-assisted software development in 2026. Build full apps by describing them in plain language using Cursor, Claude Code, Bolt.new, Replit, and Lovable. Learn the vibe coding mindset, prompt patterns, workflow architecture, debugging strategies, and how to ship from idea to production without getting stuck. Covers project scaffolding, iterative refinement, multi-file context management, and common failure patterns. Built for non-engineers, startup founders, product managers, and developers transitioning to AI-first workflows. Keywords: vibe coding, AI coding, Cursor, Claude Code, Bolt.new, no-code AI, app builder, AI-assisted development, prompt-to-code, Replit, Lovable, AI workflow.
Your personal guide to building software the 2026 way — describe it, ship it.用 2026 年的方式做软件：说出来，跑起来。
Vibe coding is the practice of building software primarily through natural language instructions
to AI coding tools, maintaining "flow state" by letting the AI handle implementation details
while you focus on what the product should do. This skill teaches you how to do it well.
What This Skill Does
Tool Selection — Match your project to the right vibe coding tool
Workflow Architecture — Structure your sessions for consistent, production-quality output
Context Management — Keep AI tools focused without losing coherence in large projects
Debugging Without Code — Diagnose and fix issues by describing symptoms
Deployment Coaching — Go from local prototype to live URL with step-by-step guidance
Anti-Pattern Recognition — Spot and avoid the most common vibe coding failure modes
Quality Gates & Security Baseline — Know when AI-written code is safe enough to ship
Cost & Usage Management — Keep AI tool spending predictable while iterating fast
Trigger Phrases
English Triggers: plan the MVP scope for my AI-built app, which vibe coding tool should I use, write a prompt to add a feature without breaking existing ones, my AI-built app broke after the last change, pre-launch security checklist for AI-generated code, how to keep context across long AI coding sessions
English Non-Triggers: writing production code directly, debugging a specific language/framework error without AI tools, general software architecture consulting, hiring or team management, non-AI programming tutorials
中文触发词（须落在 AI 辅助开发流程任务上才触发）： 用 AI 搭一个应用怎么起步 / AI 编码工具怎么选 / 怎么让 AI 加功能不破坏旧功能 / AI 写的代码上线前要查什么 / 多轮之后上下文乱了怎么办 / AI 改坏了怎么回滚 / 提示词怎么写能让 AI 一次改对
不触发清单： 纯手工编程问题、具体框架语法错误、算法题、服务器运维、招聘与团队管理、非 AI 相关开发咨询
示例A｜生产就绪的四项必查：一个 AI 生成的内部工具上线前逐项查：① 密钥——全仓搜索 sk-、AKIA、password= 等特征串，并检查构建产物；② 认证授权——绕过前端直接调接口确认被拦，用他人资源 ID 请求确认不越权；③ 输入校验——构造超长字符串、负数、特殊字符，看服务端是否校验；④ 监控与备份——确认有错误上报，并实际执行一次恢复演练。四项中「认证授权」首轮未过（仅前端隐藏按钮），补服务端校验后通过。
示例B｜性能基线与成本对照：上线前做一次基线：首屏加载、关键接口 P95、单用户日均调用成本。发现列表接口未分页，数据量上来后 P95 从 300ms 涨到 2.4s。处理：加分页与索引，重测回到 350ms；同时把「列表接口必须分页」写进项目规则文件，防止后续 AI 改动时回退。
Vibe Coding Prompt Patterns
The Scaffold Pattern
text
Build a [type] app that [core function].
Tech stack: [framework] + [db] + [auth].
Start with just the [simplest feature].
Make it work before making it pretty.
The Feature Addition Pattern
text
I have a working [description].
Now add [feature].
Keep all existing functionality intact.
Use the same coding style as the existing code.
Show me what changed.
The Debug Pattern
text
My app has a bug: [symptom].
Here's what I expected: [expected].
Here's what actually happens: [actual].
I think the problem might be in: [area].
What's wrong and how do I fix it?
The Refactor Pattern
text
This code works but feels messy.
Refactor it to be [cleaner/faster/simpler].
Don't change the behavior, only the structure.
Explain the main changes you made.
The Context Refresh Pattern / 上下文刷新模式
text
Before we continue, here is the current project state:
- 目录结构：[粘贴关键目录]
- 已完成：[列表]
- 不可破坏的行为：[列表]
- 本轮只做：[一件事]
Do not change unrelated files.
The Explain-First Pattern / 先解释后动手
text
Before writing code, explain in 5 bullet points:
1) your plan, 2) files you will touch, 3) risks, 4) rollback approach, 5) how to verify.
Wait for my confirmation, then implement.
The Verification Pattern / 验证模式
text
List the exact manual steps I should perform to verify this change works,
including one step that should fail if the change was not applied.
