In February 2025, AI researcher Andrej Karpathy described a new way of building software: instead of writing code, you describe what you want, watch AI generate it, and iterate in natural language. He called it vibe coding — and the term immediately captured something millions of people had been experiencing but couldn't name.
Vibe coding isn't a trick or a shortcut. It's a genuine shift in how software gets built. The bottleneck has moved from 'can I write this code' to 'can I describe what I want clearly enough'. For non-programmers, that's a door that was previously locked.
The bottleneck has moved from writing code to describing what you want.
How vibe coding actually works
The core loop is simple: describe → generate → review → iterate. You tell an AI coding agent what you want to build, it writes the code, you test the result, and you describe what needs changing. No syntax errors to debug. No documentation rabbit holes. No Stack Overflow.
Tell the AI what you want to build. No syntax, no Stack Overflow, no fighting with documentation.
Claude Code (or similar tools) generates working, runnable code from your description — files, logic, and all.
You stay in the director's seat. You test the result, describe what needs changing, and iterate.
Projects that would take weeks of self-teaching can be built in days. The bottleneck is ideas, not code.
The key insight is that you're not writing code — you're directing the AI. Like a film director who can't operate the camera themselves but knows exactly what shot they want, a vibe coder knows what the software should do and communicates that clearly enough for AI to execute it.
Who is vibe coding for?
Vibe coding is for anyone who has an idea for software but has been blocked by the requirement to write code. That includes:
- →Entrepreneurs and founders — Build and validate MVPs without a technical co-founder
- →Product managers — Prototype features yourself instead of waiting for engineering
- →Designers — Turn mockups into working prototypes that clients can actually click through
- →Marketers — Build landing pages, automations, and internal tools independently
- →Researchers and analysts — Write data pipelines and analysis scripts without learning Python
- →Junior developers — Accelerate dramatically by using AI as a senior pairing partner
It's also for experienced developers who want to move faster. Vibe coding doesn't replace engineering skill — it amplifies it. A senior engineer who vibe codes can work at 5–10× the pace of one who doesn't.
What can you actually build?
More than most people expect. The constraint isn't the AI's capability — it's your ability to describe what you want and iterate on the output. Here's what vibe coders regularly ship:
The right tool makes the difference
Not all AI coding tools are equal for vibe coding. Tools like ChatGPT can generate code snippets, but they don't operate in your project. You copy-paste code and hope it works. That's slow and fragile.
Claude Code is different. It runs directly in your terminal, reads your entire codebase, creates and edits files, runs commands, and iterates autonomously. It's an agent — it can take a multi-step task, plan how to execute it, write the code, run the tests, fix the errors, and tell you when it's done.
Chatting with AI about code ≠ vibe coding. Vibe coding means using an agent that operates inside your project — reading files, running commands, and iterating without you having to copy-paste anything.
Vibe coding with an agent is like having a senior developer who types 100× faster than any human.
How to get started
The learning curve for vibe coding is mostly about communication, not programming. Here's the path:
- 1Install Claude CodeClaude Code runs in your terminal. Install it with npm: npm install -g @anthropic-ai/claude-code. You'll need an Anthropic API key.
- 2Start with a real projectDon't practice on toy examples. Pick something you actually want to build — a landing page, a tool for your job, an automation that saves you time. Real stakes improve your focus.
- 3Learn to describe preciselyThe quality of your output is a function of the quality of your input. Learn to describe not just what you want, but the context, constraints, and edge cases. This is the core skill.
- 4Understand enough to reviewYou don't need to write code, but you need to understand what you're shipping. Learn to read code at a high level, test your builds, and spot when something looks wrong.
- 5Build your mental modelOver time, learn what servers, APIs, and databases actually do. You don't need to implement them — you just need to know what they are so you can direct the AI better.
Frequently asked questions
Who coined the term 'vibe coding'?
AI researcher Andrej Karpathy coined the term in February 2025 in a post describing a new mode of programming where you 'fully give in to the vibes' and let AI generate code from natural language descriptions. The term quickly spread across the developer community.
Do I need to know how to code to vibe code?
No. Vibe coding is specifically designed for people who want to build software without deep programming knowledge. You direct the AI in plain English, review the output, and describe what needs changing. That said, some technical literacy — understanding what a server is, how APIs work, what a database does — helps you ask better questions.
Is vibe coding the same as using ChatGPT for code?
Not quite. Tools like ChatGPT can help you write individual code snippets, but vibe coding with Claude Code is different: Claude Code operates directly in your terminal, reads your entire project, runs commands, creates and edits multiple files, and can iterate on its own output. It's a full development agent, not just a code suggestion tool.
What's the best tool for vibe coding?
Claude Code is widely regarded as the most capable agentic coding tool for vibe coding. It combines deep code understanding, file system access, terminal execution, and long-context reasoning. Cursor and GitHub Copilot are good for autocomplete but are primarily editor-based, not fully agentic.
Can vibe-coded projects scale?
Yes, with care. Vibe coding is excellent for prototyping, internal tools, and MVPs. As projects grow, it helps to understand basic software architecture principles — even at a high level — so you can guide the AI toward maintainable decisions. Fluent's Vibe Coder track teaches exactly this.
How is vibe coding different from traditional development?
Traditional development means writing code line by line, managing dependencies, debugging errors, and reading documentation. Vibe coding inverts this: you describe outcomes in natural language and the AI handles implementation details. You focus on what the software should do, not how it does it.