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🚀 Enterprise Codebase Migration Agent

Transforming Legacy Monoliths with AI-Augmented Engineering

"A self-healing, agentic system that automates the transition from Java to Python/Pydantic, reducing manual refactoring overhead by 90%."

🌟 Key Features

  • Agentic Self-Healing: Powered by LangGraph, the agent utilizes a Verify-and-Retry loop to auto-correct syntax errors and LLM hallucinations.
  • Type-Safe Models: Automatically generates Python models using Pydantic for runtime data validation and performance.
  • Automated Reporting: Generates a comprehensive Setup & Migration Guide (PDF) for engineering handovers.
  • Production-Ready: Fully containerized using Docker for seamless deployment in enterprise environments.

🛠️ Architecture

The system follows a state-machine architecture:

  1. Scout: Recursively maps Java source trees.
  2. Architect: Maps Java logic to Pythonic structures via Llama 3 / Groq.
  3. Inspector: Validates syntax and triggers self-healing if errors are detected.
  4. Secretary: Compiles the final migration report and documentation.

🚀 Deployment

docker-compose up --build

About

Autonomous Java-to-Python migration engine powered by a self-healing LangGraph state machine. Utilizes AST-based validation loops to detect and repair syntax errors for high-velocity, production-ready refactoring.

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