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llamaindex.bsky.social
The framework for connecting LLMs to your data.
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🚨 New video! Part 1 of a series on building with LlamaIndex. In this one, @tuana.dev walks through the Llama Cloud ecosystem β€” showing how parse, index, and extract help turn messy data into clean, LLM-ready workflows. Next up: building a full agentic app with these tools πŸ‘€ πŸ“Ί youtu.be/fx4SeNc3RZE

On June 12, our OSS Engineer @cle-does-things.bsky.social will speak at the BASED Meetup in Munich πŸš€ β€œThe Hitchhiker's Guide to Vector DBs” dives into RAG best practices & real-world tips! πŸ“ˆ Register πŸ‘‰ lu.ma/cyelt1n6

Should you use MCP? A2A? Both? Something else? @seldo.com gave a lightning tour of 13 protocols vying to become the standard for agents to talk to tools - MCP, A2A, ACP & more. Breaks down unique features & where things are headed. Created buzz at the conference! https://www.youtube.com/watch?

Just wrapped up now at Snowflake Dev Day πŸ‘‡ Building AI Agents is fun! But what are the blockers to productionizing them? @tuana.dev hosted a discussion session at the Group By() area

πŸ“£ Live now: Building AI Agents that actually automate Knowledge Work πŸ“ Golden Gate Ballroom A at AI Engineer World's Fair 🎀 Jerry Liu Everyone’s talking about agent, but how do you actually build ones that get real work done? From doc parsing to end-to-end task automation, we break it all down.

Just launched: our production ready Spreadsheet Agent! Audit firms, tax teams & finance waste 10+ hrs/week on manual spreadsheet processing. Our agent uses "Parse First, Reason Second" architecture - 96% accuracy vs 75% for OpenAI. www.llamaindex.ai/blog/introd...

Learn how to use LlamaExtract and agent workflows to automate SEC Form 4 extractions for market transparency! πŸ” Extract structured info from Form 4 filings πŸ“Š Scale extraction for all Dow Jones companies colab.research.google.com/drive/1nBl6...

🧠 Happening now in Room: Juniper at AI Engineer World's Fair Laurie Voss from LlamaIndex is breaking down Effective Agent Design Patterns in Production. We’ve seen a LOT of agentsβ€”and we’re sharing what actually works. Learn real-world patterns, best practices & how to tame LLMsπŸ‘‡

We are live and in-person at the AI Engineer World's Fair! Our own @seldo.com is MCing the main stage, and we have a booth in the expo hall -- with tons of swag to hand out! Swing by today or tomorrow!

Our office hours for the Gradio MCP hackathon is starting in just 30 minutes. Come along and ask @tuanacelik and @LoganMarkewich all your LlamaIndex questions πŸ€— Β· $1000 prize to win for the best LlamaIndex submission Β· 10k LlamaCloud credits to use up πŸ”₯ Join here: discord.com/events/8795...

Build a multi-agent financial report generating chatbot using LlamaIndex agent workflows πŸ‘‡ βœ… Parse & index 10-K filings from Adobe βœ… Use agentic RAG to answer analytical queries βœ… Chain agents to generate full reports with notes, tables & evaluations πŸ”— colab.research.google.com/drive/1-eC1...

πŸš€ Get ready to learn from a powerhouse group of speakers at Shack15 in SF on June 25. Builders, researchers, and leaders from @anthropic.com @microsoft.com @llamaindex.bsky.social (+ many more). Get tickets: arize.com/observe-2025

πŸ¦™ LlamaIndex is at AI Engineer World Fair SF! Visit Booth G11 to meet CEO Jerry Liu & team, discuss Agentic AI projects & win swag! Talks by Jerry Liu (June 5, 11:15 AM) & Laurie Voss (June 4, 1:05 PM) 48755185.hs-sites.com/llamaindex-0-0

Our latest LlamaIndex MCP integration enhances agent capabilities! πŸš€ Key features: ➑️ Helper functions for agents to use MCP server tools ➑️ Serve LlamaIndex workflows as MCP servers βœ… Expanded toolset βœ… Seamless integration https://llamahub.ai/l/tools/llama-index-tools-mcp

Slides from Jerry Liu's Scaling Agents in Finance workshop! Learn to automate document workflows with Agentic AI: 🀝 Assistant Agents: research assistants for decision tasks πŸ€– Automation Agents: lead data processing https://www.figma.com/deck/UNgVfQwuXu1oe2E5sEhOLG/LlamaIndex-Talk--FSI-Works

🌟 It begins! The Agents & MCP Hackathon kicks off TOMORROW with a live event at 9AM PT / 6PM CET! 🎯 Build with AI Agents + MCP πŸ† $16.5k+ prizes 🎁 $900k+ in credits 🌍 3k+ hackers from around the world Livestream here: www.youtube.com/watch?v=MU7F...

Ever said "I know I read that somewhere... but where?" E-Library-Agent from @cle-does-things.bsky.social helps! βœ… Build your digital library by ingesting files βœ… Retrieve info with ease βœ… Search for new books/papers Powered by LlamaIndex, @qdrant.bsky.social & @gradio-hf.bsky.social http

πŸš€ We're proud to sponsor the Gradio Agents & MCP Hackathon - the largest MCP and AI agent development event of 2025! πŸ“… Event: June 2-8, 2025 (Virtual) 🎯 Perfect for: AI developers, researchers, students, at all skill levels Register now: huggingface.co/Agents-MCP-H...

RAG is dead, long live agentic retrieval! Naive RAG isn't enough anymore. We've built agentic strategies into LlamaCloud that you can use with just a few lines of code. This post covers RAG's evolution from simple top-k to fully agentic systems. https://www.llamaindex.ai/blog/rag-is-dead-lo

The @llamaindex.bsky.social ecosystem has over 650 Python packages in a monorepo. In this post, Massimiliano Pippi explained issues they faced, what they tried & why they ultimately created LlamaDev www.llamaindex.ai/blog/python-... #python #PythonProgramming #ai #ml #SoftwareDevelopment

Happening now in NYC: our CEO Jerry Liu is heading our workshop on agents in finance! We got interest from hundreds of applicants but our capacity was limited, so follow us to make sure you find out about the next one! Learn more about our enterprise offerings here: https://www.llamaindex.ai/ente

Join us at the AI Engineer World Fair in San Francisco, June 3-5! πŸ¦™πŸŒ‰ The LlamaIndex team is bringing our A-game to booth G11. Check out the full details and book a meeting here: 48755185.hs-sites.com/llamaindex-0-0 See you there! πŸ€–πŸŽ‘

Enhanced structured output support for OpenAI, now in LlamaIndex! OpenAI expanded support for Arrays, Enums, dates, emails, IP addresses & more. We support all of these out of the box! https://docs.llamaindex.ai/en/stable/understanding/extraction/

Learn how to build a custom multimodal embedder for LlamaIndex! Step-by-step tutorial by Norah Sakal with code examples! Learn more about creating custom LlamaIndex embedders: docs.llamaindex.ai/en/stable/ex... And check out the full guide here: norahsakal.com/blog/custom-...

LlamaParse lets you make use of the latest LLMs when parsing complex documents. And now, it supports Anthropic Sonnet 4.0 in agent and LVM modes. Sign up to get started: cloud.llamaindex.ai/parse?utm_so...

LlamaIndex now supports the new OpenAI Responses API features: Β· Call any remote MCP server Β· Use code interpreters by using it as one of the built-in-tools Β· AND generate images with streaming.

A new Image Generation Agent, by @itsclelia ! Automate prompt refinement, generation and visual feedback loops to produce images that match your vision. Check out the Image Generation Agent on GitHub: github.com/run-llama/im... And learn how to run it in this code-along: youtu.be/RCASiu5oj6c?...

LlamaIndex is coming to the Databricks Data and AI Summit this year! Book a meeting with a LlamaIndex expert and enter to win swag while learning how LlamaIndex can supercharge your generative AI applications. Register and schedule your meeting here: 48755185.hs-sites.com/llamaindex-0

The team at @anthropic.bsky.social dropped Claude 4 Sonnet and Opus and we have day 0 support! pip install --upgrade llama-index-llms-anthropic Or try it out right here: https://colab.research.google.com/drive/1XdVgVlf9Q-EM2rdEHw1sfos4_XY-ZpKv#scrollTo=SNE7JGUmIFh2

Build your 12 Factor Agents in LlamaIndex! We created a microsite demonstrating how LlamaIndex can follow all principles from Dexter Horthy's excellent repo. Covers "own your context window", "Unify execution state" and more. Check it out: https://12factors.llamaindex.ai/

Our first Discord Office Hours is tomorrow! Join @tuana.dev Logan Markewich and Clelia for a relaxed session on Agentic workflows, or simply drop in to ask any LlamaIndex questions. πŸ‘‰ https://discord.gg/5cmtgVuF?event=1372654527861493800

How do you manage a monorepo of 650+ community packages? Learn how we did it, including build our own build management tool! In this post we'll cover how we migrated away from Poetry and Pants to uv and LlamaDev for faster, simpler development Read the full story: www.llamaindex.ai/blog/python-...

MCP continues to gain momentum! AWS joins steering committee, collaborating with LlamaIndex. Learn about MCP's features, security, and implementation in this AWS blog post: https://aws.amazon.com/blogs/opensource/open-protocols-for-agent-interoperability-part-1-inter-agent-communication-on-mcp/

Last chance to sign up πŸ‘‡ On May 29th, join us for an exclusive hands-on workshop in NY, on building agent workflows for financial analysis, due diligence, and more! Sign up here before it's too late: https://raginfinance.com/

This Thursday, the LlamaIndex team is hosting our first Discord office hours session! Drop in to ask anything LlamaIndex, and for an events driven agent workflows run-through and live coding session. Join the event on our Discord get notified when it starts πŸ‘‰Β discord.gg/5cmtgVuF?eve...

Azure AI Foundry Agent Service is now GA with LlamaIndex support! Build customer support assistants, process automation bots, multi-agent systems, and enterprise solutions. Securely integrate with your data and tools. Details: https://techcommunity.microsoft.com/blog/azure-ai-services-blog/announcin

Exciting updates to LlamaParse! We've made parsing documents even easier and more efficient: Β· Toggle between raw and rendered Markdown Β· Copy raw Markdown with ease Β· Code snippet button to copy parsing configurations d Sign-up to LlamaCloud to get started: cloud.llamaindex.ai/parse?utm_so...

Check out Tig, an open-source terminal-based AI coding agent by Rohan, using LlamaIndex workflows! 🐯 Write, debug, analyze code, execute commands, search codebases, generate tests & docs. Supports various LLMs. GitHub: https://github.com/rsrohan99/tig

πŸš€ New walkthrough: Build a multi-agent Docs Assistant using event-driven workflows. Write to @weaviate.bsky.social collections, do search & aggregations, employ structured outputs, and explore FunctionAgent. Watch agents cooperate! Full guide: https://docs.llamaindex.ai/en/stable/examples/agent/mul

@tuana.dev's new code walkthrough shows how to implement citations and reasoning in LlamaExtract. Learn to define schemas, add citation capabilities, and understand agent reasoning for extractions. Watch here: https://youtu.be/01kM7tXRHi4

Enhance your AI agents with our new Memory component! πŸ§ πŸ’‘ Store chat history, implement static memory blocks, extract facts, and use vector search for smarter conversations. Build more intelligent AI agents today: https://www.llamaindex.ai/blog/improved-long-and-short-term-memory-for-llamaindex-

πŸš€ We upgraded our Memory API! New flexible blocks: ➑️ StaticMemoryBlock ➑️ FactExtractionMemoryBlock ➑️ VectorMemoryBlock Plus, create custom blocks by extending BaseMemoryBlock. Blends short-term chat history & long-term memory. Details: https://docs.llamaindex.ai/en/stable/module_guides/depl

Sharing the latest release of open-rag-eval 0.1.5 with connectors to @vectara.bsky.social @langchain.bsky.social and @llamaindex.bsky.social github.com/vectara/open...

🚨 200+ finance leaders are in. Are you? 🚨 CEO Jerry Liu's NYC workshop on Agents & RAG in Finance is almost full. Join top minds from hedge funds, fintech, and asset management shaping the future. Limited spots left! AI + finance innovators, this is your call. https://agentsinfinance.ai/

New video tutorial πŸš€ Build your very own deep research clone with LlamaIndex workflows: βœ… Use multiple knowledge bases βœ… Retain context βœ… Research + write + review With capable agent workflows that: πŸ”„ Loop, branch and execute concurrently πŸͺ© Self-reflect www.youtube.com/watch?v=8a_R...

Learn multi-modal retrieval with VoyageAI embeddings and @mongodb.bsky.social indexes! Discover how to use VoyageAI embeddings, set up Atlas for image embeddings, create multi-modal indexes, and query images with text prompts. Full notebook: https://docs.llamaindex.ai/en/stable/examples/multi_modal

LlamaParse update: New models (GPT 4.1, Gemini 2.5 Pro), auto orientation, skew detection, confidence scores, and customizable error handling. Try it free (10k pages/month). Details: https://www.llamaindex.ai/blog/llamaparse-update-may-2025-new-models-skew-detection-and-more

Anthropic's API now supports a built-in web search tool and we have day 0 support! Check out our demo notebook showing how to use it in LlamaIndex: colab.research.google.com/drive/1xdWo6... Or read Anthropic's announcement: www.anthropic.com/news/web-sea...

Our latest LlamaExtract features enhance your AI applications with citation capabilities and improved reasoning! Read our blog: www.llamaindex.ai/blog/get-cit... And check out the new feature in action: docs.cloud.llamaindex.ai/llamaextract...

Learn to build a Deep Research agent with LlamaIndex! Our workshop covers creating single & multi-agent systems, using AgentWorkflow & Workflows, tool use, state management, and design patterns. From beginner to advanced! Check it out: https://colab.research.google.com/drive/1xYq4wr4dkmvOuq0Ljwt1W9