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crossencoder

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A RAG system that replaces standard BM25/FAISS retrieval with a fully learned neural retrieval stack - including a fine-tuned bi-encoder, a cross-encoder reranker, ColBERT-style late interaction scoring, and a locally hosted LLM generator. Built entirely with free and open-source tools.

  • Updated Apr 3, 2026
  • Python

CommitIt is an AI-powered GitHub repository assistant that enables developers to chat with any repository using natural language. It analyzes repository content, builds a searchable knowledge base, retrieves relevant code and documentation, and generates context-aware answers with source citations using hybrid retrieval and local LLMs.

  • Updated Jul 17, 2026
  • TypeScript

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