In Knowledge Graphs for RAG, our latest short course,... you’ll explore how knowledge graphs work, how to build with them, and create better retrieval augmented generation applications. Start today for free:show more

Knowledge graphs are really cool 🧠 What’s even cooler... is LLMs + knowledge graphs backed by a graph db (NebulaGraph) 🔥 This presents an entirely new stack for retrieval-augmented generation (separate from vector db + top-k)! Now possible with LlamaIndex 🦙 👇show more

RAG is not Memory for AI Agents. 5 AI... memory engines to build agents that maintain long-term context and learn continuously: (Last 2 released just this month) 1. Zep builds and queries temporally-aware knowledge graphs that evolve with every interaction. 100% Opensource.show more

Today SciPhi is open-sourcing Triplex, a SOTA LLM for... knowledge graph construction. Triplex is so small that it can be used with SciPhi's R2R to build knowledge graphs directly from your laptop. Triplex outperforms few-shot prompted gpt-4o at 1/60th the inference cost.show more

RAG is not Memory. AI agents need long-term memory... to maintain context and learn continuously. 5 frameworks for AI agent memory. 100% opensource. 1. Graphiti builds temporally-aware knowledge graphs for AI agents that change over time with evolving relationships and context.show more

$1.5M is up for grabs in the Great Tournament... of Agents! Build and deploy a trading agent using Cod3x Create today for your chance to win. Don't know how to build an agent? Join our FREE BootCamp @show more

How do we approach design? Try it for yourself.... Want to join our discord for more insider knowledge ask in the comments.show more

Introducing knowledge bases for Poe bots! Starting today, bot... creators can now add knowledge bases to their bots, to create more unique experiences grounded in any sources they provide, complete with citations. (1/5)show more

Check out these common #OnlineSafety myths and facts to... brush up on your knowledge this #SaferInternetDay! 💭 Want to learn more? 👇 Explore our full library of FREE guides for parents, carers and educators today >>show more

GraphRAG-UI GraphRAG-UI is a user-friendly interface for GraphRAG, a... powerful tool that uses the Retrieval-Augmented Generation (RAG) approach to index and query large text data. This project supports the latest version graphrag-0.3.3 and aims to provide a convenient management and interaction method for GraphRAG, supporting the configuration of local large language models like Ollama, making it easier for users to leverage.show more

Brilliant open-source tool from Anthropic Visualize internal LLM pathways... through open attribution graphs. → Attribution graphs reveal which neurons and features drive each output token, turning the LLM’s black box into a clear map. They open-sourced a library that generates attribution graphs to trace how LLMs arrive at outputs. These graphs reveal internal activation flows and feature influences in popular open-weights models. 🧠 Attribution Graphs Graphs link model activations to output tokens. Nodes represent neurons or features. Edges show influence strength. Researchers inspect paths to see which components drive each decision. 🛠️ Toolchain and Frontend Circuit-tracer library works with models like Gemma-2-2b and Llama-3.2-1b. Demo notebooks illustrate multi-step reasoning examples. Neuronpedia hosts an interactive UI for graph exploration, annotation, and sharing. 🔍 Hypothesis Testing Users tweak feature values in graphs, regenerate outputs, and observe changes. This lets researchers validate whether specific circuits control behaviors like language translation or reasoning chains.show more

Here’s a pretty weird and surprising result - retrieval-augmented... generation works unreasonably well for robot learning – but only when parameterized using difference vectors! We introduce Difference-Aware Retrieval Policies for Imitation Learning (DARP), a simple, semi-parametric RAG architecture for imitation learning that achieves gains of up to 200% over standard behavior cloning. No additional assumptions beyond BC, just a little architecture switch! The theory backing it up is pretty cool too and it works on real robots! :) Play with our website to understand better: 🧵(1/7)show more

how it felt walking into my school’s Scholastic Book... Fair with $20 and a thirst for knowledgeshow more

You can now view Knowledge Base retrieval chunks directly... in the Test LLM feature🌐 Get full visibility into how your Knowledge Base is being used. Instantly verify whether queries retrieve the right information — and fine-tune as needed.show more

Grateful to participate in the AFN Special Chiefs Assembly... today. Partnership with First Nations is at the core of our mission to build. Only by working together can we build stronger communities and better futures for the next generation.show more

What if your second brain could actually think with... you? Today, we're proud to release Ryzome - where your knowledge comes alive with AI. So, what exactly is Ryzome? and how is it changing the way people think, create, and do work? Thread 👇[1/12]show more

How have I lived for 25 years without this knowledge???

Finally! A RAG over code solution that actually works... (open-source). Naive chunking used in RAG isn't suited for code. This is because codebases have long-range dependencies, cross-file references, etc., that independent text chunks just can't capture. Graph-Code is a graph-driven RAG system that solves this. It analyzes the Python codebase and builds knowledge graphs to enable natural language querying. Key features: - Deep code parsing to extract classes, functions, and relationships. - Uses Memgraph to store the codebase as a graph. - Parses pyproject to understand external dependencies. - Retrieves actual source code snippets for found functions. Find the repo in the replies!show more

Treat the whole patient with confidence. We’ll help you... create treatment plans for patients with complex comorbidities. Free access to the Comorbidities Manager for all NHS staff and learners, funded by @NHS_HealthEdEng NHS Knowledge for Healthcare #NHSBMJBPshow more

We’ve got you. We’ll help you create treatment plans... for patients with complex comorbidities. Free access to the Comorbidities Manager for all NHS staff and learners. NHS England Workforce, Training and Education | #NHSBMJBP | NHS Knowledge for Healthcareshow more

AI Agents can take your business to the next... level, and Bird makes set up easier than ever. Dive into our Knowledge Base to learn how and explore a range of other valuable resources.show more