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advanced-Roo-Code: Self-Evolving Dev Agent with RAG

This repository is an advanced fork of the original Roo-Code, upgraded to incorporate state-of-the-art AI agent architectures for software development.

Key Advanced Features

  1. Self-Evolving Architecture: The agent is equipped with a self-correction and refinement loop. It can analyze its own failures (e.g., failed tests, compilation errors) and autonomously generate patches, aligning with the latest Evolutionary Agent research.
  2. Retrieval-Augmented Generation (RAG) for Codebase Knowledge: The agent is now grounded in the project's codebase and documentation. It uses a vector database (e.g., ChromaDB, to be integrated) to retrieve relevant code snippets and context before generating new code or fixing bugs, significantly reducing hallucinations and improving code quality.
  3. Advanced Tool Use: Enhanced function-calling capabilities allow the agent to dynamically select and use a wider array of developer tools (e.g., linters, debuggers, external APIs) with structured output validation.

Initial Structural Changes

This initial commit includes the original codebase and a placeholder for the new RAG and Self-Evolving modules.

  • src/rag_module/: Placeholder directory for RAG pipeline (vector store initialization, embedding generation).
  • src/evolutionary_core/: Placeholder for the self-correction and failure analysis logic.
  • package.json: Dependencies for RAG and agent orchestration frameworks will be added here.

Next Steps

The next phase of development will focus on integrating a vector database and implementing the core logic for the self-correction loop.