If there’s one thing developers universally dislike, it’s boilerplate code.
The endless setup files, configuration, and repetitive patterns that don’t add creativity — just clutter.
I used to spend hours on this. Now, I let AI handle 80% of it, so I can focus on logic and problem-solving.
Here’s how you can too.
1️⃣ CRUD Operations
Creating “Create, Read, Update, Delete” code is a time sink.
AI can generate this instantly for most frameworks.
💡 Prompt Example:
“Generate a CRUD API in Node.js with Express and MongoDB. Include routes, middleware, and error handling.”
Why: You jump straight into building features instead of scaffolding.
2️⃣ Authentication & User Setup
Setting up authentication flows (login, JWT, OAuth) is repetitive.
AI can draft the whole thing, and you just adapt it to your project.
💡 Prompt Example:
“Write code for JWT-based authentication in Django. Include user registration, login, and token validation.”
Why: Secure workflows without the repetitive grunt work.
3️⃣ Config Files & Environment Setup
Every project needs setup files — from webpack.config.js to docker-compose.yml.
AI creates these instantly.
💡 Prompt Example:
“Generate a docker-compose.yml file for a Node.js app with MongoDB and Redis.”
Why: Infrastructure gets bootstrapped in minutes.
4️⃣ API Boilerplate
Integrating APIs often means repetitive request/response wrappers.
AI can generate client libraries or API wrappers.
💡 Prompt Example:
“Write a Python wrapper function to call the OpenAI API with error handling and retries.”
Why: Reduces repetitive setup for every new integration.
5️⃣ Test Stubs
Even before you write full tests, AI can create stubs with a structure ready to fill in.
💡 Prompt Example:
“Generate Jest test stubs for this React component. Include structure for snapshot and event tests.”
Why: Jumpstart testing without starting from zero.
Final Thought
Boilerplate code will always exist — but you don’t have to write it by hand anymore.
With AI, you can start every project at 80% ready and spend your time solving the problems that actually matter.
📌 Next Post: “How AI Helps Me Learn New Frameworks Faster” — a developer’s guide to cutting learning curves with AI.
Top comments (2)
This is the right time to learn and integrate AI.
Really admire your consistency.