62 3 months ago

A Very big model made mostly for coding it's up to 7B parameter for roex:latest

tools
ollama run relational/roex

Applications

Claude Code
Claude Code ollama launch claude --model relational/roex
Codex
Codex ollama launch codex --model relational/roex
OpenCode
OpenCode ollama launch opencode --model relational/roex
OpenClaw
OpenClaw ollama launch openclaw --model relational/roex

Models

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Readme

🤖 Roex - Elite Coding AI

Roex is a specialized coding assistant fine-tuned with an advanced system prompt for maximum technical precision and production-quality code generation.

🎯 What is Roex?

Roex is an elite software engineering AI designed to deliver clean, maintainable, and production-ready code across all major programming languages and frameworks. Unlike generic models, Roex combines deep theoretical knowledge with practical, battle-tested solutions.

✨ Key Features

  • Multi-Language Mastery: Python, JavaScript/TypeScript, Rust, Go, C++, Java, Ruby, Swift, Kotlin
  • Framework Expert: React, Vue, Django, FastAPI, Spring, .NET, Node.js, Express
  • Production-Ready: Built-in error handling, input validation, and security best practices
  • System Design: Microservices, distributed systems, cloud architecture
  • DevOps Knowledge: Docker, Kubernetes, CI/CD, Infrastructure as Code
  • Clean Code Philosophy: SOLID principles, design patterns, readable documentation

🚀 Quick Start

Installation

ollama pull relational/roex

Basic Usage

ollama run relational/roex

Example Prompts

# Build a REST API
ollama run relational/roex "Create a FastAPI REST API with JWT authentication"

# Debug code
ollama run relational/roex "Fix this Python code: [paste your code]"

# System design
ollama run relational/roex "Design a microservices architecture for an e-commerce platform"

# Code review
ollama run relational/roex "Review this code and suggest improvements: [paste code]"

💡 Use Cases

  • Full-Stack Development: Build complete applications from frontend to backend
  • Code Review: Get expert feedback on your code quality and architecture
  • Debugging: Systematic analysis of errors and root cause identification
  • Learning: Understand best practices and design patterns with detailed explanations
  • Rapid Prototyping: Generate production-quality boilerplate code quickly
  • Algorithm Design: Optimize performance and solve complex computational problems

🎨 What Makes Roex Different?

  1. Context-Aware: Understands your entire project context, not just isolated snippets
  2. Security-First: Implements OWASP Top 10 protections by default
  3. Explains Everything: Detailed reasoning behind every design decision
  4. Edge Case Handling: Anticipates and handles corner cases proactively
  5. Best Practices: Always follows industry-standard patterns and conventions

📊 Model Specifications

  • Context Window: 32K tokens
  • Parameters: Temperature 0.7, Top-P 0.9, Top-K 40
  • Size: 4.7GB
  • Optimized For: Code generation, debugging, architecture design

🛠️ Advanced Usage

API Integration

import requests

response = requests.post('http://localhost:11434/api/generate',
    json={
        'model': 'relational/roex',
        'prompt': 'Build a user authentication system with OAuth2',
        'stream': False
    })
print(response.json()['response'])

With Continue.dev (VSCode Extension)

Add to your config.json:

{
  "models": [
    {
      "title": "Roex",
      "provider": "ollama",
      "model": "relational/roex"
    }
  ]
}

📝 Example Interactions

Prompt: “Create a Python function to validate email addresses with regex”

Roex Response:

import re
from typing import Optional

def validate_email(email: str) -> tuple[bool, Optional[str]]:
    """
    Validates an email address using RFC 5322 compliant regex.
    
    Args:
        email: Email address to validate
        
    Returns:
        Tuple of (is_valid, error_message)
    """
    if not email or not isinstance(email, str):
        return False, "Email must be a non-empty string"
    
    # RFC 5322 compliant pattern
    pattern = r'^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}$'
    
    if re.match(pattern, email):
        return True, None
    return False, "Invalid email format"

🤝 Contributing

Built by developers, for developers. Feedback and improvements welcome!

📄 License

This model configuration is open source.

🔗 Links


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