Welcome to this week's edition of the LlamaIndex newsletter! We're excited to bring you updates including major upgrades to LlamaExtract with citation bounding boxes, our new Document Agent Olympics competition, the launch of LobsterX (a crustacean AI assistant for document workflows), and comprehensive guidance on choosing between Skills vs MCP tools for your AI agents. Plus, we're partnering with AWS for an intensive AI Builder Lab in San Francisco!
🏆 Join the LlamaAgents Contest!
Three-week competition with $200 prizes for the best document agents that turn messy PDFs, invoices, and filings into structured data - deploy to LlamaParse with public repositories and detailed explanations. Signup to LlamaParse and visit the Agent tab for more information!
📅 Upcoming Webinar
Scaling Document Ingestion with Stack AI and LlamaIndex 📅 February 26th
Building AI agents that truly understand enterprise documents at scale isn’t easy but the right ingestion strategy makes all the difference. Join us for lessons from the field with StackAI, creators of a leading agent platform, to learn how they’re powering high-accuracy document parsing and retrieval across millions of enterprise files, from PDFs and spreadsheets to images and notes, using LlamaParse.. Register here →
If you haven't explored LlamaParse yet, make sure to sign up and get in touch with us to discuss your specific enterprise use case.
🤩 The Highlights:
- Skills vs MCP Tools Guide: Comprehensive analysis of when to use Skills (natural language instructions in markdown) versus MCP tools (deterministic interface with fixed schemas) for your AI agents, covering setup complexity, performance trade-offs, and real-world examples. Blog post.
- LlamaExtract Citation Bounding Boxes: Major upgrade to LlamaExtract now shows precise visual citations with bounding boxes highlighting exactly where extracted data originates in your source documents, perfect for compliance and quality assurance workflows. Sign up to LlamaParse.
- LobsterX Launch: New crustacean AI assistant by Clelia for document workflows built on Agent Workflows, featuring safety-first design with AgentFS protection, self-hostable deployment options, and Telegram bot integration. GitHub Repository, LlamaParse Signup.
☁️ LlamaParse:
- Document Agent Olympics: Three-week competition with $200 prizes for the best document agents that turn messy PDFs, invoices, and filings into structured data - deploy to LlamaParse with public repositories and detailed explanations. LlamaParse Signup.
- NTTDATA Customer Story: Learn how NTTDATA scales enterprise AI using LlamaIndex for improved document parsing and RAG applications. Video.
- AWS AI Builder Lab Partnership: Intensive one-day hands-on competition in San Francisco (Feb 13th) focusing on production-grade multi-agent AI systems with real-time challenges and prizes. Register.
- Experian AI Innovation: 60-second insight from Experian's Head of AI Innovation on how AI is shaping fintech's future. Video.
That's it for this week! Thank you for being a part of the LlamaIndex community. We're here to help you unleash the power of AI over your data!
The LlamaIndex Team
