Vibe Coding: How To Code With Flow, Focus, And Fun
Coding isn't just a chore anymore - it is an experience. With the rise and advancement of AI-driven coding tools, developers are now able to enjoy what Andrej Karpathy calls "vibe coding" - a state where we turn off our control and let the tools vibe with us. In this blog post we are going to discuss how we can tap into vibe coding to ship faster, feel creative, and stay in flow.
If you are sick of rigid workflows, manual dependencies, and falling into the debugging rabbit hole, then you're in the right place. Let's see how you can build your full stack apps based on a thought, good music, and some AI copilots.
What Is Vibe Coding?
Vibe coding is a mindset that welcomes AI-assisted coding, low-friction workflows and an emphasis on outcomes rather than processes. Instead of outlining every nuance beforehand, developers start with intent and leverage tools—such as ChatGPT, Copilot, and Keploy—to help generate code, user interface (UI) and automated tests in real time.
Key principles of vibe coding include:
Leverage AI copilots to generate code and explicate intent
Rapidly iterate from idea to deployed
Keep attention and flow by instigating distractions
Generate test cases automatically with tools like Keploy
How Vibe Coding Aligns With Modern Developer Needs
Traditional coding often involves:
A lot of copy-and-paste work, also known as boilerplate work
Manual Test Cases
Navigating between a multitude of tools used for debugging, testing and validating.
Vibe coding simplifies this by:
Utilizing prompt-based UIs such as v0.dev and Tempo.dev
Having ChatGPT create the logic and subsequently refactor the logic
Having Keploy generate test cases automatically for APIs, integrations and units.
The outcome? Less wasted human energy and exponentially more good output.
The Vibe Coding Tech Stack
Here’s a curated stack for developers who want to embrace vibe coding:
Prompt-to-App Platforms
v0.dev – Turn UI prompts into responsive components
Tempo.dev – Build full-stack apps from product ideas
Replit – Code and deploy entirely in the browser with AI
AI Copilots
GitHub Copilot – Autocomplete with context-aware suggestions
Cursor.sh – GPT-native code editor
ChatGPT – Great for debugging, refactoring, and scaffolding projects
Testing With the Vibe
Keploy – Auto-generate and validate API, integration, and unit tests from real traffic
Codeium – Lightweight AI suggestion engine
Jest + Keploy – Generate test snapshots and mock server states
Using Keploy in the Vibe Coding Workflow
Vibe coding moves fast. But that doesn't mean you can skip testing. Here's how Keploy helps you keep up without breaking flow:
1. Passive API Test Generation
Just run your app locally or during integration testing. Keploy captures API calls and auto-generates test cases, including inputs, outputs, and mocks.
2. Regression Testing on the Fly
Want to validate if the latest feature broke something? Run previously captured tests with a single command—no need to rewrite or re-record.
3. AI-Generated Unit Tests
Keploy can use LLMs to generate unit tests for your codebase, filtering out test cases that:
Don’t compile
Don’t add coverage
Are flaky or inconsistent
You stay in vibe; Keploy handles the guardrails.
Real-World Example: Building With the Vibe
Let’s say you want to build a project dashboard with GitHub auth and task tracking.
Step 1: Prompt ChatGPT to scaffold a basic Next.js project Step 2: Use v0.dev to generate your UI Step 3: Let ChatGPT or Supabase handle backend APIs Step 4: Run the app with Keploy running in the background to capture API tests Step 5: Use Keploy to replay test cases every time you make a change Step 6: Deploy to Vercel and test with confidence
No context switching. No manual test-writing. Just flow.
Why Developers Are Embracing This Approach
Vibe coding helps you:
Avoid burnout from over-engineering
Get feedback faster via rapid iteration
Focus on creative problem-solving, not setup
And with tools like Keploy in your corner, you don’t have to sacrifice quality for speed.
Common Pitfalls and How To Avoid Them
Over-relying on AI without validation Use Keploy to verify inputs/outputs and replay them consistently.
Messy codebases due to lack of structure Use prompt chaining to instruct AI on how to structure folders and components.
No test coverage Let Keploy auto-generate test coverage reports and test cases.
Vibe Coding Is the Future—Keploy Makes It Testable
We're moving into a new era of software development; instead of spending hours writing test cases, setting up mock servers, and debugging edge cases manually, developers can now create more, iterate more, and code with more confidence.
Vibe coding lets you get quick feedback and build momentum but this only works if your tests are in sync.
This is where Keploy fits in perfectly. It automates creating tests, applies consistency across environments, and easily plugs into your stack whether you're working with Next.js, Spring Boot or Express.
Conclusion
Vibe coding is about trusting your gut, leveraging AI, and getting a product out of your head without introducing unnecessary complexity into your flow. And with tools like Keploy in your integration of flow, testing is no longer a blocker—it just happens.
Whether you're prototyping your side hustle or making something at scale, vibe coding allows you to focus on your product—not the process.
Frequently Asked Questions (FAQ)
1. What is vibe coding?
Vibe coding is a style of development where you use AI tools like ChatGPT, Copilot, and Keploy to generate code, UI and tests in real-time - prioritizing flow, speed, and creativity over structure.
2. How does Keploy support this workflow?
Keploy aligns seamlessly with vibe coding because it automatically generates unit, integration, and API test cases from real traffic - allowing you to make fast progress while keeping quality in check.
3. Is vibe coding suitable for real projects?
Yes. While vibe coding is great for prototyping, lots of developers use it on production features - particularly when paired with Keploy for testing and validation purposes.
4. What tools do I need to start vibe coding?
Start with:
ChatGPT or GitHub Copilot for writing logic
v0.dev or Tempo.dev for generating UI
Keploy for automated testing
Cursor.sh or Replit for AI-assisted development
5. Can I skip writing tests when vibe coding?
Shouldn't be. But with Keploy you aren't writing them—tests are being generated automatically from the app behavior and are replayed to expose regressions.
6. What’s the biggest benefit of vibe coding?
It enables you to ship faster with fewer distractions. You are focused on the product, not on the setup—while also making sure that quality and consistency are being maintained by automation.
source: keploy.io
