React Next.js Frontend Architecture Rules
Want the AI to generate React/Next.js code following professional architectural standards and best practices.
Prompts for your job
AI prompts for coding
Refactor Component to shadcn Design
Need to update an existing React component to match the visual style and behavior of a shadcn component without changing its logic.
Refactor Legacy Function Safely
Use this when a function works correctly but is hard to read, test or maintain.
Refactor Legacy Function With Tests
Want to clean up a legacy function while preserving its behaviour.
Rewrite A Slow SQL Query
Have a query that is underperforming and you want rewritten alternatives plus a clear explanation of why each should be faster.
Run a Test-Driven Bug Hunt
Have a confirmed bug and want a disciplined, test-first process for finding and fixing the real root cause.
Scaffold a JavaScript Function
Need a clean starting point for a utility, event handler, or small feature.
Secure Password Generator Build
Need a detailed technical brief for building a secure, feature-rich password generator web tool.
Set Up Application Monitoring
Need to configure application monitoring tools to track performance and identify bottlenecks.
Set Up Responsive Media Queries
Need to create or refine CSS media queries for a responsive layout that adapts to various screen sizes and devices.
Simplify Complex Conditional Logic
Need to refactor nested or lengthy conditional statements to make your code more readable and maintainable.
Single-File React Feature Builder
Need working React code for a specific feature, built with your team's exact stack and delivered as one ready-to-drop-in file.
SQL Error Resolution and Debugging
Need help diagnosing and fixing errors in SQL code or debugging complex queries.
Suggest Debugging Steps for Code
Are stuck on a bug and want a short list of checks, print statements, or breakpoints to try.
Task Implementation from Plan
Have a detailed implementation plan with steps and need to execute it exactly, updating the plan as you go.
Test Script Automation Framework
Need to automate the creation of test scripts for various automation tools.
Tistory Blog Skin Enhancement
Need to enhance a Tistory blog skin with professional UI/UX improvements including scroll progress bar, back-to-top button, sidebar profile, and category badges.
Trace Tensor Shape Mismatch Errors
Use this when your model throws a shape error and you need the exact layer where dimensions diverge, plus a minimal fix.
Train and Optimize Churn Prediction Model
Need to train, tune, and evaluate a churn prediction model to improve its accuracy and performance.
Train Forecasting Model
Need to prepare data and train a forecasting model to make accurate demand predictions.
Translate A Paper Into PyTorch Code
Have read a paper's architecture description and want a runnable PyTorch implementation you can train and modify.
Translate Code Between Languages
Need working code ported from one programming language to another with functionality preserved.
Translate Code Between Swift and Kotlin
Want to port a Swift component to Kotlin or the other way around.
Translate Math Into Python Code
Use this when a formula or loss function from a paper needs to become working Python code.