LlamaIndex 🦙

We love seeing all of the out of office emails around the holidays! So we thought we'd keep things light this week. We'll share some fun little demos, great way to get started with LlamaIndex too🎄 Today: check out this example where we build an agent that helps navigate a…

Do you want to run coding agents safely, without damaging to your filesystem? 📁 Last week, we published a blog post and a demo showing exactly how to do this with @claudeai and AgentFS by @tursodatabase. After strong community interest, we’ve now shipped support for @OpenAI…

LlamaParse v2 is here: simpler configuration, better performance, and up to 50% cost reduction for document parsing. We'v redesigned our approach based on user feedback to make production-ready document ingestion accessible without becoming a parsing expert. 🚀 Four simple…

See how @intelligenceco built Cofounder, an AI chief of staff that turns business documents into agent-ready context at scale. 📄 LlamaParse handles continuous ingestion from @gmail, @SlackHQ, @linear, @notionhq, and @github every 30 minutes - processing PDFs, images, and…

Ever opened a repo and thought: “What does this codebase actually do?” “Where did I put that file?” 🤔 You’re not alone. With the release of Gemini 3 Flash ⚡ from @GoogleDeepMind, we decided to build something fun (and useful): a file-system explorer agent that answers those…

LlamaSplit automatically separates bundled documents into distinct sections so you don't have to manually split them anymore. Our new beta API uses AI to analyze page content and group consecutive pages by category - perfect for processing mixed document bundles that contain…

Building “RAG 2.0” is just making Claude Code running over your filesystem 🤖🗂️ To make this work well, you need to solve three things 1️⃣ Virtualize your filesystem to prevent the agent from messing stuff up. AgentFS by @tursodatabase is a nice example of how you can give the…

Secure your coding agents with virtual filesystems and better document understanding. Building safe AI coding agents requires solving two critical challenges: filesystem access control and handling unstructured documents. We've created a solution using AgentFS, LlamaParse, and…

LlamaSheets is our new way to handle complex, messy spreadsheets that come as many sheets disguised as one, multiple regions that provide different sets of information, and much more. Check out this example of a (generated, fake) company budget sheet. It actually has 4…

"ask" and you shall receive! SemTools now ships with a dedicated "ask" CLI command - performs agentic search over documents - combine with `parse` to create QA workflows over unstructured data - cache your indexes with `workspaces` Learn more: github.com/run-llama/semt…

Split documents into distinct sections automatically with our new LlamaSplit API 📄✂️ We're excited to introduce LlamaSplit (now in beta), which uses AI to automatically separate bundled documents into clear, targeted sections based on categories you define - no more manual…

Scalably Parsing 1M+ PDFs with AI Agents 📈📑 Here’s a simple tutorial we wrote up showing you how to parse a directory of an arbitrary number of PDFs through our service in a reliable, efficient manner. LlamaParse is designed to handle very large workloads; with some simple…

Need to parse multiple PDFs efficiently? Learn how to use LlamaParse with async batch processing. 📁 Process entire folders of PDFs simultaneously instead of one-by-one ⚡ Use asyncio and semaphores to control how many files parse concurrently 🎯 Prevent API rate limit errors…

“Intelligent Document Processing” 📑🧪 as an industry is gone . With our latest release this week, *anyone* can build and deploy a specialized document agent in seconds ⚡️🤖, and customize the steps via code. Let’s take a tour through our invoice processing and contract matching…

Document understanding is a huge use case for VLMs, but historically there's been no single "good" benchmark to measure progress here (unlike SWE-bench for coding). This past week I did a deep dive into OlmOCR-Bench, a recent document OCR benchmark that is a huge step in the…

OCR benchmarks matter, so in this blog @jerryjliu0 analyzes OlmOCR-Bench, one of the most influential document OCR benchmarks. TLDR: it’s an important step in the right direction, but doesn’t quite cover real-world document parsing needs. 📊 OlmOCR-Bench covers 1400+ PDFs with…

Deploy production-ready agent workflows with just one click from LlamaCloud. Here's us deploying the SEC filling extract and review agent! Our new Click-to-Deploy feature lets you build and deploy complete document processing pipelines without touching the command line: 🚀…

Calling all community members: Join us this Thursday for an office hours in our Discord server, all about LlamaAgents and LlamaSheets. This is a chance to ask anything on your mind about two of our latest releases, and learn about what's coming up next. Drop in anytime from 11AM…

Claude Code over Excel++ 🤖📊 Claude already 'works' over Excel, but in a naive manner - it writes raw python/openpyxl to analyze an Excel sheet cell-by-cell and generally lacks a semantic understanding of the content. Basically the coding abstractions used are too low-level to…

Build scripts that automate spreadsheet analysis using coding agents and LlamaSheets to extract clean data from messy Excel files. 🤖 Set up coding agents like @claudeai and @cursor_ai to work with LlamaSheets-extracted parquet files and rich cell metadata 📊 Use formatting cues…