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Potential Project Enhancements & Ideas

  • Internal Vector Store Integration:

    • Integrate a vector store (e.g., ChromaDB, FAISS) to store extracted content chunks.
    • Use semantic retrieval during report generation to pull the most relevant chunks from all sources for a more focused synthesis, based on the original topic or sub-topics.
    • Potentially use the vector store for internal relevance checks before scraping new URLs to avoid redundant processing of similar content.
    • (Defer exposing direct user Q&A based on the vector store for now).

  • LCEL Parallelism:

    • Explore using RunnableParallel from LangChain Expression Language (LCEL).
    • Identify independent tasks within the research loop that could be parallelized, such as:
      • Navigating and extracting content from multiple URLs concurrently if identified by the planning step.
      • Summarizing different extracted documents in parallel.
    • This could potentially speed up the overall research process.