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Jahbreak Examples

See what's possible with AI-powered prompt engineering

These examples demonstrate how Jahbreak transforms simple user queries into sophisticated coding agent prompts. Each example shows what happens when the same user input is processed by Jahbreak and then executed by different AI models, showcasing our platform's ability to generate high-quality, model-agnostic prompts.

🐦 Haiku (Small LLM)

Cost-effective solution for prototyping and simple applications. Perfect for budget-conscious developers.

🎯 Sonnet (Large LLM)

Production-ready applications with enterprise-grade quality. Ideal for serious development projects.

📝 Modern Blog Platform
A complete content management system with user authentication, rich text editing, comments, and SEO optimization.
Simple User Query:
"build me a blog"
Haiku 29/100

Result: Project Skeleton Only

  • ✅ Directory structure created
  • ✅ Dependencies selected
  • ❌ No actual implementation
  • ❌ Missing frontend
  • ❌ No API endpoints
  • ❌ No database schema
// Loading actual generated code...
Sonnet 95/100

Result: Production-Ready Application

  • ✅ Complete Next.js frontend
  • ✅ Express.js backend with TypeScript
  • ✅ PostgreSQL database with Sequelize
  • ✅ JWT authentication system
  • ✅ Admin dashboard
  • ✅ SEO optimization
  • ✅ Docker containerization
  • ✅ Redis caching
// Loading actual generated code...
View Complete Code on GitHub
💬 Real-time Chat Application
Advanced messaging platform with group chat, file sharing, video calls, and end-to-end encryption.
Simple User Query:
"chat app with video calls"
Haiku 42/100

Result: Incomplete Implementation

  • ✅ Basic project structure
  • ✅ Some backend components
  • ❌ Missing frontend entirely
  • ❌ No Socket.IO implementation
  • ❌ No video call features
  • ❌ No file sharing
// Loading actual generated code...
Sonnet 98/100

Result: Enterprise-Grade Chat Platform

  • ✅ Complete React TypeScript frontend
  • ✅ Socket.IO real-time messaging
  • ✅ WebRTC video calls
  • ✅ End-to-end encryption
  • ✅ File sharing (100MB limit)
  • ✅ Kubernetes deployment
  • ✅ MongoDB + Redis
  • ✅ Screen sharing support
// Loading actual generated code...
View Complete Code on GitHub
💰 Personal Finance Tracker
Comprehensive financial management tool with expense tracking, budgets, reporting, and multi-currency support.
Simple User Query:
"expense tracker app"
Haiku 82/100

Result: Solid Implementation

  • ✅ Complete React TypeScript app
  • ✅ Express.js backend
  • ✅ MongoDB integration
  • ✅ Expense tracking with receipts
  • ✅ Budget management
  • ✅ Chart.js visualizations
  • ✅ 2FA authentication
  • ⚠️ Basic security measures
// Loading actual generated code...
View Haiku Version on GitHub
Sonnet 96/100

Result: Enhanced Professional App

  • ✅ Advanced React TypeScript
  • ✅ Tailwind CSS styling
  • ✅ Enhanced security features
  • ✅ Email notifications
  • ✅ Multi-currency support
  • ✅ PDF/CSV export
  • ✅ Advanced error handling
  • ✅ Professional documentation
// Loading actual generated code...
View Sonnet Version on GitHub
📊 Project Management Tool
Comprehensive project management platform with task tracking, team collaboration, Gantt charts, and deadline management.
Simple User Query:
"project management tool"
Haiku 0/100

Result: API Error

  • ❌ Model incompatibility
  • ❌ No implementation produced
  • ❌ Technical limitations
// Model limitation - no code generated // Haiku unable to process complex requirements
Sonnet 92/100

Result: Strategic Analysis & Implementation

  • ✅ Thoughtful requirement analysis
  • ✅ Strategic questioning approach
  • ✅ Architectural guidance
  • ✅ Technology recommendations
  • ✅ Existing codebase analysis
  • ✅ Professional methodology
// Loading actual generated code...
View Analysis on GitHub

Performance Summary

Compare the results across different models using the same Jahbreak-generated prompts

25% Haiku Success Rate
100% Sonnet Success Rate
82/100 Best Haiku Score
98/100 Best Sonnet Score
4 Complete Applications
100% Prompt Compatibility

Key Takeaways

Simple Input, Powerful Output: Jahbreak transforms basic user queries into sophisticated coding agent prompts that deliver professional results. What you see above started with simple requests like "Create a blog platform" - Jahbreak's AI does the heavy lifting of prompt engineering.

Model-Agnostic Excellence: The same Jahbreak-generated prompts work across different AI models, from cost-effective options to premium solutions. You get consistent prompt quality regardless of your budget.

Proven at Scale: These aren't toy examples - they're real applications with complete codebases, from basic prototypes (Haiku) to enterprise-grade systems (Sonnet), all generated from the same simple user inputs processed by Jahbreak.