Posts from 2024
2 posts published

Dec 20, 2024 advanced code RAG structure aware code chunking graph based code retrieval dynamic knowledge evolution in RAG AST T5 code segmentation GraphCodeBERT data flow graphs ColBERT late interaction for code
Advanced Code Chunking Strategies for RAG Systems
Latest research in code retrieval-augmented generation reveals transformative approaches that significantly outperform traditional TreeSitter-based systems.

Feb 12, 2024 developer copilot with receipts RAG for technical PDFs and docs code aware retrieval for GitHub and APIs version aware knowledge graph for engineers multimodal table and figure extraction IDE side panel answers with citations MCP compatible context copilot
Enhancing PDF QA with Retrieval-Augmented Generation
Technical developer documentation can prompt a wide range of user questions – from straightforward look-ups to complex analytical queries. Below we categorize some of the most challenging question types and why they are difficult, with examples for each