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Vibe Coding: How AI Tools Changed My Development Workflow

My experience using Claude Code, Cursor, and ChatGPT to 10x productivity as a full-stack developer.

HJ
Hassan Javed
Mar 2026
7 min read

What is Vibe Coding?

Vibe coding is the practice of using AI assistants as coding partners — not just for autocomplete, but for architecture decisions, debugging, code reviews, and even full feature implementation.

The term gained traction in 2024-2025 as AI tools matured beyond simple code completion.

My AI Toolkit

### 1. Claude Code (CLI)

My primary coding partner. I use it for:

Full feature implementation
Debugging complex issues
Code refactoring
Writing tests

### 2. Cursor IDE

AI-powered code editor built on VS Code:

Inline code generation
Chat with codebase context
Multi-file edits

### 3. ChatGPT

For brainstorming and research:

Architecture decisions
Learning new technologies
Documentation writing

Real Productivity Gains

Before AI tools, a typical feature would take:

2 hours to research approach
4 hours to implement
2 hours to debug
1 hour for tests

Total: ~9 hours

With vibe coding:

15 min to describe the feature to AI
1 hour to review and refine generated code
30 min to debug edge cases
15 min for AI-generated tests

Total: ~2 hours — a 4.5x improvement

Best Practices

1. **Be specific** — Detailed prompts get better results

2. **Review everything** — AI makes mistakes, always verify

3. **Iterate** — Refine the output, don't accept first attempt

4. **Learn from AI** — Understand why it made certain choices

5. **Keep your skills sharp** — AI is a tool, not a replacement

The Future

AI tools are evolving rapidly. In 2025, we're seeing:

AI agents that can run entire workflows
Multi-step reasoning for complex tasks
Better context understanding across large codebases

Vibe coding isn't about replacing developers — it's about amplifying what we can do.