LlamaIndex • Dec 17, 2024
LlamaIndex Newsletter 2024-12-17
Greetings, LlamaIndex Fans! 🦙
Welcome to this week’s edition of the LlamaIndex newsletter! Highlights include a tutorial series on building document workflows, covering use cases such as Patient Case Summaries, Legal Document Agents, Invoice Agents, and LlamaParse video tutorials on Instruction-Based Parsing, Chart Extraction, and JSON Modes. Plus, don’t miss out to check our latest tutorials from the community.
If you haven't explored LlamaCloud yet, make sure to sign up and get in touch with us to discuss your specific enterprise use case.
🤩 The Highlights
- Tutorial Series: Building Document Workflows
- Legal Document Agent: Review contracts, match key clauses with GDPR guidelines, and create compliance summaries using LLMs and async workflows. Notebook, Tweet.
- Automated Invoice Agent: Extract data, integrate knowledge bases, and generate actionable invoice reports. Notebook, Tweet.
- Patient Case Summaries: Parse health records, analyze guidelines with LLM + RAG, and generate clear case summaries for clinicians. Notebook, Tweet.
- LlamaParse Video Tutorials
- Instruction-Based Parsing: Learn to parse documents efficiently with LlamaParse. Video Tutorial.
- SVG Chart Extraction: Extract SVG charts from PDFs and complex formats seamlessly. Video Tutorial.
- JSON Mode Exploration: Discover JSON Mode capabilities for advanced parsing workflows. Video Tutorial.
🗺️ LlamaCloud And LlamaParse:
- We have launched a tutorial series on building document agentic workflows:
- Legal Document Agent: Review contracts by parsing key clauses, matching them with GDPR guidelines, and generating compliance summaries using LLMs, retrieval, and async workflows. Notebook, Tweet.
- Automated Invoice Agent: Extract data, ground it in knowledge bases, and generate actionable reports or workflows from invoices. Notebook, Tweet.
- Patient Case Summaries: Parse patient health records, analyze guideline recommendations using LLM + RAG, and generate clear case summaries to help clinicians understand patient status and treatments. Notebook, Tweet.
- We have launched built-in support for RAG agents that respect SharePoint permissions in LlamaCloud, enabling seamless integration with Azure enterprise data sources while maintaining document-level access controls. Blogpost, Tweet.
✨ Framework:
- We have launched day-0 support for Google’s latest Gemini 2.0 models, enabling seamless integration and enhanced performance for your workflows. Tweet.
🧑🔬 Use Case:
- Calsoft built CalPitch, an AI-powered tool using LlamaIndex that automates prospect research and outreach email creation, enabling personalized pitches, boosting conversion rates, and enhancing team productivity with human-in-the-loop review. Blogpost.
💡 Tutorials:
- Tyler Reed tutorial covering everything about LlamaIndex. Learn to build RAG apps, master pipelines, monitor with LlamaTrace, create AI agents, handle complex PDFs with LlamaParse, and explore 7 practical projects from basics to advanced features.
- Ravi Theja’s video tutorial on parsing document with instructions using LlamaParse.
- Ravi Theja’s video tutorial on Extract SVG charts from PDFs and other complex document formats with LlamaParse.
- Laurie Voss’s video tutorial on Exploring JSON Mode with LlamaParse.
- Fahd Mirza’s video tutorial on building Multimodal RAG Pipeline on Documents with Images and Text - LlamaCloud