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Dev Sac

Vibe Coding: AI-Assisted Development

How every DevSac project gets built. I pair-program with Claude Code and Cursor on every client project, from static Astro sites to full-stack web apps. It is how I deliver faster without cutting quality, not a separate service you book.

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Claude Code Cursor TypeScript React Cloudflare Workers MCP
30-50%
Faster Delivery
100%
Code Review
Zero
Quality Compromise

How I Use Vibe Coding on Every Project

Vibe coding is the practice of building software with AI coding assistants. Andrej Karpathy coined the term in early 2025, and by now it describes how a growing number of professional developers work every day. I am one of them. On every DevSac project, from a static Astro marketing site to a full-stack web app, I pair-program with Claude Code and Cursor. This page explains what that practice looks like in the room when I am building your project. I break down what vibe coding means for professional development in a dedicated article.

You are not hiring me to "use vibe coding" the way you hire someone to build a WordPress site. You are hiring me to build a WordPress site, or a web app, or an AI automation. Vibe coding is the method I use to deliver it. I document it here so you know what to expect when I show up with an AI in my toolbelt.

Faster Does Not Mean Lower Quality

The concern with AI-generated code is quality. That concern is valid when there is no experienced developer reviewing the output. AI coding assistants produce code that compiles and appears to work, but they make subtle mistakes: incorrect error handling, missing edge cases, security oversights, and architectural decisions that create maintenance problems later.

Every line of AI-generated code in my projects goes through the same review process as hand-written code. This is the core of AI pair programming: the AI accelerates the writing, the developer ensures the quality. You get both speed and reliability.

How I Use Claude Code and Cursor

Claude Code for web development handles complex, multi-file operations. Refactoring a component that touches 15 files. Adding a new API endpoint with validation, database queries, and error handling. Generating test suites for existing code. Claude Code reads the entire codebase, understands the patterns, and generates implementations that match the existing conventions.

Cursor handles real-time editing. Inline code suggestions while typing. Quick function implementations from a comment description. Rapid iteration on UI components with instant previews. The two tools complement each other: Claude Code for the heavy lifting, Cursor for the fine-grained work.

These AI tools work best when they have access to project-specific data. I build custom MCP servers as part of larger engagements to feed documentation, API schemas, database structures, and deployment configurations into the AI's context. The more the tool knows about your project, the better the generated code matches your requirements.

What This Means for Timelines and Cost

AI-assisted development reduces implementation time by 30-50% on well-scoped projects. A feature that takes 40 hours traditionally might take 25 hours with vibe coding. Architecture decisions, complex debugging, and integration work still take the same time. The savings come from faster boilerplate, instant pattern implementation, and rapid prototyping.

I pass that efficiency to clients through shorter timelines and lower project estimates. An MVP that would take 12 weeks ships in 8. A web application feature sprint that would take 4 weeks ships in 3. Same quality, less calendar time, lower total cost.

The Developer Still Matters

AI coding assistants do not replace the need for an experienced developer. They amplify the developer's productivity. A junior developer using Claude Code produces junior-quality code faster. A senior developer using Claude Code produces senior-quality code faster. The AI does not make architectural decisions, evaluate tradeoffs, or understand your business context. It generates code. The developer makes it right.

I have been building web applications, APIs, and SaaS platforms with TypeScript for years. AI coding tools make me faster at implementing what I already know how to build. That is the value proposition: senior engineering judgment at AI-assisted speed.

How It Works

1

Scope

Requirements, architecture, and tool selection

2

Build

AI-assisted implementation with continuous review

3

Verify

Testing, security audit, performance validation

4

Ship

Production deploy with documentation

Frequently Asked Questions

What is vibe coding? +
Vibe coding is building software with AI coding assistants like Claude Code and Cursor. Instead of writing every line by hand, you describe what you need in natural language and the AI generates the implementation. The developer guides the direction, reviews the output, and makes architectural decisions while the AI handles the boilerplate, repetitive patterns, and initial drafts. It is pair programming where one partner never gets tired.
Is vibe coded software production quality? +
It depends entirely on the developer using the tools. AI coding assistants generate code that needs review, testing, and architectural guidance. I use vibe coding to accelerate development, not to replace engineering judgment. Every line of AI-generated code goes through the same review process as hand-written code. The result is production-quality software delivered faster, not lower-quality software delivered at the same speed. You get the same clean, maintainable codebase you would get from traditional development, and you own every line of it.
How much faster is vibe coding than traditional development? +
For well-scoped projects with clear requirements, AI-assisted development reduces implementation time by 30-50%. The savings come from faster boilerplate generation, instant pattern implementation, and rapid prototyping. Architecture decisions, debugging complex issues, and integration work still take the same amount of time. The net effect is shorter timelines at the same quality level.
Which AI coding tools do you use? +
Claude Code for complex multi-file changes, architectural refactoring, and codebase-wide operations. Cursor for real-time code editing with AI suggestions. Both tools work with TypeScript, React, Node.js, and the full web development stack. I also build custom MCP servers that give these AI tools access to project-specific data and APIs.
Do I pay extra for vibe coding on my project? +
No. Vibe coding is how I work, not a line item. The efficiency shows up in project estimates being shorter than they would be without AI assistance, not in a separate charge.
Can you vibe code with my existing codebase? +
Yes. Claude Code and Cursor both work with existing codebases of any size. They read your project structure, understand your patterns, and generate code that matches your conventions. I use these tools daily on projects ranging from small utility libraries to applications with hundreds of files. The AI adapts to the codebase, not the other way around.

Related Services

AI Architect → AI Automation → AI Development → SEO and Marketing Services ↗

Based in Sacramento, CA

Serving clients nationwide.

Hiring me for a project? Here is what vibe coding means for it.

Tell me about your project. I will assess where AI-assisted development saves the most time and give you an honest estimate.

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