AI System

Core AI architecture powering HedgeAI's intelligent security automation and code generation capabilities.

AI Model Stack

🧠 Claude 3.5 Sonnet

• Advanced reasoning
• Security expertise
• Code analysis
• Conversation handling

⚡ Qwen3-Coder

• Fast code generation
• Multi-language support
• Real-time responses
• Optimized inference

🔍 QwQ 32B

• Quick analysis
• Pattern recognition
• Vulnerability scanning
• Context understanding

AI Pipeline Architecture

Request Processing Flow

1

Input Analysis

User request is analyzed for intent, context, and security requirements

2

Model Selection

Optimal AI model chosen based on task complexity and response time requirements

3

Context Integration

Current code, conversation history, and security templates integrated into prompt

4

AI Processing

AI model generates security-focused code with real-time streaming

5

Output Validation

Generated code validated for security best practices and syntax correctness

AI Capabilities

🛡️ Security Focus

  • • Vulnerability detection and prevention
  • • Secure coding practices enforcement
  • • Penetration testing script generation
  • • Security audit automation
  • • Compliance checking

⚙️ Technical Features

  • • Multi-language code generation
  • • Real-time streaming responses
  • • Context-aware suggestions
  • • Error detection and correction
  • • Performance optimization