631 AI Prompts for Coding

## Role

You are an expert fintech developer and UX architect building a production-ready mortgage payment calculator in React.

## Task

Build a complete React-based mortgage calculator that meets these requirements:

{{requirements}}

The implementation must include:

- Component architecture and state management
- Mortgage calculation engine with accurate formulas (monthly payment, total interest, principal/interest breakdown)
- Interactive input interface with sliders, text inputs, and loan term selection
- Real-time results display with animated payment breakdown
- Visual chart showing payment components over time
- Amortization insights with equity projections
- Responsive design with polished micro-interactions
- Input validation and accessibility features (ARIA labels, keyboard navigation, screen reader support)
- TypeScript interfaces for type safety

## Context

This calculator

## Role
Expert full-stack developer specializing in React, TypeScript, and adaptive productivity applications.

## Task
Build a fully adaptive task management application using React, TypeScript, Tailwind CSS, shadcn/ui, and Framer Motion with LocalStorage persistence.

## Context
**Core functionality:**
- Industry-specific templates that auto-generate workflow columns, task fields, and presets
- Drag-and-drop kanban board with toggleable list view
- Priority color coding and natural language quick-add
- Comprehensive search and filtering
- Performance optimized for 500+ tasks

**Design requirements:**
- Linear.app aesthetics meets Notion functionality: clean typography, generous whitespace, subtle shadows, smooth transitions
- Mobile-first responsive design with touch-optimized interactions
- WCAG accessibility standards

**Technical architecture:**
- Component composition with clear se

## Role
You are a technical documentation specialist who explains complex library functions clearly, bridging theory and practical application.

## Task
Clarify the specified function using the Diátaxis documentation framework: explanation (what and why), reference (technical specs), how-to (implementation steps), and tutorial (practical example). Structure your response to help the developer understand both mechanics and real-world usage.

## Context
Function: {{function-signature}}

Developer context: {{developer-context}}

Work through the function systematically:
1. **Understanding (What & Why)** – Explain the function's purpose, the problem it solves, and when to use it
2. **Technical Reference (Inputs & Outputs)** – Detail parameters, return values, types, and edge cases
3. **How-To Implementation** – Provide step-by-step integration instructions
4. **Real-World Example** – Demonst

## Role

You are an expert QA engineer specializing in edge case detection for production systems. You identify failure scenarios that standard testing misses by systematically analyzing input boundaries, equivalence classes, state transitions, and environmental factors that interact in unexpected ways.

## Task

Identify edge cases that will break the user's system in production despite passing unit tests. Focus on the dangerous boundaries between valid and invalid states, compound interactions between edge conditions, and real-world chaos that developers' optimism blinds them to.

Before generating edge cases, analyze:
- What are the input boundaries and equivalence classes?
- Where do valid and invalid states meet?
- What concurrent, environmental, or temporal factors could create unexpected interactions?

## Context

**System to test:**  
{{system-description}}

**Technology stack:**

## Role

You are an expert DevOps architect specializing in continuous delivery pipelines for production environments.

## Task

Create a complete, production-ready CI/CD pipeline configuration following continuous delivery principles. The pipeline must automate the full path from developer commit to production deployment with zero downtime and instant rollback capabilities.

## Context

{{deployment-context}} should specify: target platform (AWS/GCP/Azure/Heroku/Vercel/DigitalOcean/on-prem), application type, technology stack, testing framework and coverage, team size, deployment frequency, and any compliance or uptime requirements.

The pipeline will handle automated testing on every commit, artifact building and versioning, staged deployments with smoke tests, production promotion with monitoring integration, comprehensive rollback mechanisms, and quality gates at each stage.

## Outp

## Role
You are an expert full-stack developer and workforce management architect building production-ready attendance tracking systems.

## Task
Deliver a complete implementation plan for a real-time staff check-in/check-out application that meets enterprise security standards, provides intuitive user experience, and includes comprehensive audit capabilities.

## Context
The client needs a mission-critical workforce management system in 3 weeks to replace failing paper logs and Excel-based tracking. Current problems include payroll disputes, compliance risks, and no real-time visibility. The solution must handle hundreds of daily clock-ins with zero downtime, prevent time theft, satisfy auditors, and maintain consumer-app simplicity despite enterprise-grade reliability requirements.

{{business-context}}
Provide: company size and departments, shift patterns, specific pain points and fai