There’s a lot of misunderstanding around vibe coding. People hear it and think it means abandoning rigor, letting AI generate code blindly, and shipping whatever it produces. That’s not what vibe coding is. That’s negligence.

What Vibe Coding Actually Is

Vibe coding is software development assisted by artificial intelligence. It’s the collaborative relationship between a developer and AI: you set the direction, you prompt thoughtfully, and the AI generates code. You then verify, test, and refine.

The term “vibe” comes from the intuitive feel of the workflow. It’s not magical thinking. It’s deliberate prompting combined with high-velocity feedback loops.

The Misunderstanding

Some people think vibe coding means: “Ask Claude to build my app, don’t read the code, ship it.”

That’s not vibe coding. That’s abdication.

Real vibe coding is: “I know what I want. I’ll prompt Claude clearly. I’ll review the output. I’ll test it thoroughly. I’ll iterate.”

It’s prompting as a craft, not prompting as a shortcut.

TDD Is More Relevant Now

Actually, TDD is way more relevant with AI coding.

When prompting a feature, I prompt tests at the same time. It’s mandatory. Tests define boundaries. Tests force the AI to create code that respects constraints.

If I say: “Build a user service that validates emails and hashes passwords,” the AI might make reasonable assumptions. But if I say: “Build a user service that validates emails and hashes passwords, and here are the test cases showing exactly what I expect,” the AI has guardrails.

Tests aren’t verification after the fact. They’re a contract. They tell the AI: this is the behavior I’m paying for. The AI generates code that passes the tests. Clean boundaries. Predictable behavior.

So I don’t do TDD in the classical sense: write tests first in isolation, then write code. I do what I call simultaneous TDD: prompt the feature and the test suite together. The tests inform the implementation. The AI respects them because they’re part of the prompt.

The result: code with clear boundaries. Not code that meanders through possibility space. Code that does exactly what the tests say it should.

Quality Control Is Non-Negotiable

The flip side: vibe coding demands rigorous testing. If you’re not running extensive tests, you’re not doing vibe coding. You’re gambling.

I run:

  • Unit tests for core logic
  • Integration tests for service boundaries
  • E2E tests for user workflows

This is where control lives. Not in reading every line the AI wrote. In verification.

The Productivity Gain Is Real

And here’s what makes vibe coding revolutionary for me: the time to production has collapsed.

Six months ago, a feature took weeks. Now it takes days. Maybe hours.

That’s not because I’m cutting corners. It’s because I’m eliminating the parsing bottleneck. I don’t read and write every line anymore. I think in terms of intent, let AI handle implementation, and verify the output.

For a solo founder who cares about shipping, this is everything. The cost of delay in startups is enormous. Every week you don’t ship is market share lost, customer feedback delayed, momentum killed.

Vibe coding:done right:gives you back weeks per quarter.

The Entrepreneurial Angle

I’m building products, not writing code. Code is a means to an end.

In that context, vibe coding is a superpower. I can translate product ideas into shipped features faster than ever. I’m not blocked by implementation details. I’m blocked by thinking:by clarity of intent.

When I know what I want to build and I can articulate it well, Claude builds it. When I don’t know what I want, that’s the real bottleneck. Always has been.

Vibe coding doesn’t solve unclear thinking. It makes clear thinking compoundingly valuable.

What I’m Not Saying

I’m not saying you can ignore code quality. You can’t.

I’m not saying tests are optional. They’re mandatory.

I’m not saying vibe coding works for all projects. Safety-critical systems, medical devices, financial infrastructure: these demand different rigor. Vibe coding is for products. For startups. For rapid iteration in domains where failure is recoverable.

I’m not saying you ship without verification. That’s reckless.

The Real Secret: Experience

Vibe coding works because I have years of architectural experience. I know what good patterns look like. I know what’s fragile. I know what scales. I know what breaks.

When I prompt Claude, I’m not starting from first principles. I’m applying years of judgment. I know what I’m asking for. I know the trade-offs. I can spot when Claude suggests something elegant but wrong for the context.

Vibe coding is not for junior developers learning the craft. It’s for engineers with real experience who know architecture, who’ve seen systems fail, who understand why certain patterns matter.

The AI is powerful, but the engineer has to know what questions to ask.

The Verdict

Vibe coding is the present. It’s not chaotic. It’s intentional. It’s prompting + testing + shipping + iterating.

And for me, it’s changed everything about how I approach product development.

The coding isn’t the constraint anymore. Thinking is. And thinking well requires experience.