A free AI conference with dozens of world-class speakers, tomorrow! Artificial Unintelligence is a 24-hour event available for free worldwide including our own Laurie Voss! There's something for every time zone, check out this amazing lineup: Register to attend here:

Build production-ready PDF document agents with complete observability and evaluation using LlamaIndex and @FutureAGI_'s monitoring framework. 🔍 Automatically instrument your entire RAG pipeline - from PDF ingestion to vector storage to response generation - with detailed tracing 📊 Run continuous evaluations on task completion, hallucination detection, context relevance, and custom business logic 🚨 Set up real-time alerts when your document agent's performance degrades, with proactive monitoring of quality metrics 📚 Get full transparency into retrieval decisions, embedding generation, and LLM reasoning with span-level observability This comprehensive cookbook walks through building a conversational PDF chatbot that users can trust in production. You'll learn how to use @OpenAI models for embeddings and generation, integrate @FutureAGI_'s traceAI-llamaindex package for automatic instrumentation, and set up evaluation frameworks that ensure your document agent stays reliable over time. The tutorial covers everything from basic PDF ingestion to advanced custom evaluations, showing you how to transform a black-box chatbot into an explainable, diagnosable system. Read the full cookbook:

Heard of LlamaIndex Workflows but don't know where to start? 🤔 vibe-llama, the official vibe-coding tool for the LlamaIndex ecosystem, is here to help! 🦙 Just run 𝘷𝘪𝘣𝘦-𝘭𝘭𝘢𝘮𝘢 𝘴𝘤𝘢𝘧𝘧𝘰𝘭𝘥 and you'll be able to download a set of human-curated examples that show you how to use LlamaIndex Workflows, from document parsing to invoice extraction to flight booking with human-in-the-loop! ✈️ Take a look at the demo below if you want to get a taste👇 Or get started with vibe-llama: