TheKizz

## local-first-indexing.md

      
              1 file
            
          
              0 forks
            
          
                0 comments
              
            
              0 stars
            
          
                TheKizz
                / local-first-indexing.md
            
            
              Created
              July 19, 2025 03:34
                — forked from tuandinh0801/local-first-indexing.md
            
              
                [Research] Local-first indexing solution
              
          
    Awesome. I’ll begin the deep-dive into architecture, embeddings, indexing strategies, search techniques, and VSCode extension design for a local-first semantic search tool.
I’ll include:


Comparative analysis of embedding models (OpenAI, Hugging Face, BGE, Instructor, etc.) for code and natural language


Indexing strategies (chunking, AST, metadata) optimized for Python and JavaScript


Vector store comparison with a focus on LanceDB, QDrant, and other developer-friendly local options