Vibe Coding: What Is It?
A Full Breakdown + How 5 Types of People Should Use It
Vibe coding is the term Andrej Karpathy coined in 2025, and within six months it had swept the developer world. This is the no-fluff breakdown — what it actually is, why it caught on, its upsides, its fatal flaws, and how 5 different types of people should use it. Used right it's a tool; used wrong it's rubble.
※ The term "vibe coding" was coined by Andrej Karpathy in 2025. This piece is a roundup of concepts and practical advice, not an authoritative official definition.
What it isn't
Let's clear up a few misconceptions first:
- It isn't "using AI to write code" — that's the broad idea, and it's been around for ages
- It isn't "a Cursor feature" — Cursor is just a tool; vibe coding is a way of working
- It isn't "you get a product without writing code" — it's a coding posture, not a miracle
What it actually is
Vibe coding is a coding posture:
"Turn the act of writing code into a conversation with an AI.
You describe the intent, the AI writes the code, you run it, and if it's off you describe it again.
You never read the code at all — you just feel out the result."
The key phrase is — "you never read the code."
That's the biggest difference from the old "AI-assisted coding" — before, you'd review the code the AI gave you and only use it once you understood it. With vibe coding you skip the review entirely and only check "does it run the way I wanted?"
This posture has its use cases — and its fatal blind spots.
Why it caught on
Because for the first time, it let people who can't code actually build something with code.
The old world:
- Have an idea → learn to code for 6–12 months → start building → ship
- High failure rate; fewer than 5% make it through the self-teaching grind
The vibe-coding world:
- Have an idea → open Cursor → describe it in plain language → have a prototype two hours later
- No coding skills required
This is a genuine revolution. For the first time we're seeing that "able to type + able to describe what you want" is enough to build something.
Upsides vs. fatal flaws
✅ The upsides of vibe coding
- Prototyping speed: a week before, two hours now
- Lower idea→build barrier: you can try even if you can't code
- Exploratory development: change direction as you go, at near-zero cost
- Not bogged down in engineering details: validate first, optimize later
- Great for throwaway tools / internal scripts
❌ The fatal flaws of vibe coding
- Not reading the code = not knowing the bugs are there
- No tests → fix one thing, break ten
- No architecture → chaos after the 100th prompt
- Security holes you can't see (nobody's reviewing)
- No one can take it over — if you quit, it dies
- Confidently-wrong AI → indistinguishable from genuine errors
- Long-term maintenance costs 5–10x that of normal software
See the pattern?
Vibe coding is a superpower in the "0 to 1" stage.
Vibe coding is a disaster in the "1 to 100" stage.
Vibe coding gives you speed.
Engineering discipline gives you maintainability.
The two don't conflict — but you have to know when to switch.
5 types of people — how you should use it
① Founders / PMs / creators who can't code but have an idea
✅ Strongly recommended
This is vibe coding's sweetest use case. The thing that used to require hiring an engineer, outsourcing, or spending 6 months learning to code — you can now prototype within a week and take it out to see if anyone actually wants it.
Advice — limit the scope: use it only to "validate a hypothesis," not to actually serve customers. Once the prototype proves the idea, get a real engineer to rewrite it.
② Beginners who want to learn to code
⚠️ Depends how you use it
A double-edged sword.
Used right — read the code vibe coding produces yourself, ask the AI "why is it written this way," and learn as you go — 10x faster than reading a textbook.
Used wrong — lean entirely on the AI and learn nothing yourself. Three months later you can't switch tools, can't make sense of an error message — you've become an "AI operator," not an engineer.
③ Engineers building a side project / internal tool fast
✅ Strongly recommended
The most underrated use case — when an engineer writes a "little tool for their own use," vibe coding is the most efficient way to do it.
These tools don't ship, have no external users, and you fix them yourself when they break — so they need no engineering discipline at all. You get to enjoy vibe coding's speed at 100%.
For example: CSV processing, log parsing, scheduled scripts, scrapers, automation workflows.
④ Engineers building a production system
❌ Absolutely not
This is the most dangerous misuse.
A production system gets used by real users, has a database, handles money / personal data, and is maintained for 12+ months. Code that comes out of vibe coding, in this scenario, will blow up within 6 months — guaranteed.
The alternative — use AI to go faster, but with the posture of "read the code, write tests, have an architecture." My piece "The 14-Point Watershed Checklist" was written for exactly this crowd.
⑤ Designers / marketers who want a prototype to prove a concept
✅ A perfect use case
You're not trying to build a product — you're trying to build "something you can demo" to convince a boss / client / investor.
Vibe coding is unbeatable here — your goal is "let them see it," not "it can scale."
Advice — once you've demoed it, be honest: "this is a prototype, not a product." Don't let the other side assume it's ready to ship.
When to stop vibing and start serious engineering
This is the most critical call to make. Here are 5 signals:
- Someone starts paying for it — no matter how little; the moment the first dollar lands, switch your posture
- You pass 10 users — bugs start hurting other people
- You start being afraid to touch the code — changing one prompt breaks 3 places
- It connects to external systems — a DB / API / payment mechanism; the stakes go up
- You need someone new to take it over — even if it's just a friend helping out
The moment any 1 of these 5 signals shows up — treat the vibe-coded output as a prototype and clean it up from scratch:
- Read every section
- Ask the AI to explain anything you don't understand
- Add tests (at least 1)
- Add a README
- Commit properly with git
This "cleanup" usually reveals that 30–50% of the code needs rewriting. That's not failure — that's the correct engineering process.
3 practical rules of thumb
01 Show the AI the difference between "prototype → product"
Add this at the top of your .cursorrules or your prompt:
# Current phase This project is in PROTOTYPE phase ─ optimize for speed, OK to skip tests/types/error handling. When we move to PRODUCTION: - I will explicitly say "let's harden this for production" - Then add tests, types, proper error handling, logging
This way the AI knows which phase you're in, and the code style it gives you will match.
02 Use a git tag to mark "vibe ends / engineering begins"
When you decide to switch posture:
git tag -a "v0.1-vibe-end" -m "End of vibe phase, beginning serious engineering" git push --tags
This tag is your marker for "which parts were the sloppy ones" when you look back 6 months from now.
03 Do the non-vibe things separately
Things vibe coding is a bad fit for:
- Login / authentication
- Payments
- Handling personal data
- APIs exposed to the outside world
These features — don't vibe them. Even if the whole project is in its vibe phase, build these few modules the "read the code + tests + review" way.
A project doesn't need to be all vibe or all serious. Mixing the two is the sweet spot.
One last idea
Vibe coding isn't about "replacing engineers" — it's about "lowering the cost of trial and error."
It lets more people try, more ideas get validated, and more ideas with real sense rise to the surface.
What's truly scarce has never been "knowing how to write code" — it's "knowing what to build."
The biggest opportunity of this era isn't vibe-coding a SaaS and then raking in six figures a month (that's marketing spin) — it's using vibe coding to get your idea down to something you can validate in a week, then finding 5 real users and turning their feedback into "something worth engineering for real."
Vibe coding is your ticket in, not your destination.
Vibed something out, but stuck at "time to get serious"?
Going from "vibe code that runs" to "software you can ship" — add me on LINE and tell me about your current project. I'll help you see which parts to rewrite, which parts to keep, and give you a concrete SOP.