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Google doesn’t rank pages anymore. It ranks understanding. Behind every search result is the knowledge graph, a system that maps entities, relationships, and meaning across the web...
Over 80% of enterprise data lives in unstructured form — PDFs, emails, reports, regulatory filings. Most of the time, such sources contain critical business information, yet they r...
Traditional data catalogs were built as manual inventories for technical users, focusing on table structures rather than the deep context that AI agents need. When agents lack busi...
Ask your vector RAG pipeline "what are the main themes in this corpus?" and watch it return three random chunks that share a keyword. Flat vector retrieval is built for "find me th...
GraphTalker advances Neuro-Symbolic AI with an agentic natural-language interface
Retrieval-augmented generation (RAG) has become the de facto standard for grounding large language models (LLMs) in private data. The standard architecture — chunking documents, em...
LLM-поиск товаров: R&D применения технологий RAG и Knowledge Graph Search для продвинутого поиска товаров по сложным текстовым запросам. Как LLM и Knowledge Graph ищут товары
A scalable semantic localization layer for entity and relationship reconciliation The post Proxy-Pointer RAG: Solving Entity and Relationship Sprawl in Large Knowledge Graphs appe...
Юридический домен требует понимания многочисленных связей между сущностями, рассеянными по множеству документов. Поэтому кажется, что область знаний, организованная таким образом,...
In this tutorial, we will generate knowledge graphs from plain text, conversations, and multiple source documents using kg-gen. We start by setting up the required dependencies and...
Most organizations believe they have an AI problem when the real issue is their knowledge architecture. Microsoft Copilot deployments are exposing a deeper enterprise challenge: or...
Today, we're thrilled to announce that BigQuery Graph is now available in preview. With BigQuery Graph, we’ve built an easy-to-use, highly scalable graph analytics solution for dat...
Keyword search struggles with natural language and exploratory questions. Daniel walked the DrupalSouth 2026 audience through how OpenSearch and Skpr enable semantic search that un...
SciGraph показывает, почему GraphRAG для научных статей — это не только про графы и LLM, но и про честные метрики. В статье — разбор системы, которая связывает PDF, авторов, методы...
Traditional RAG evaluation relies on human-annotated "standard answers," but in the GraphRAG era, this approach is losing its relevance. What Is a Gold Answer? A Gold...
LLMs are becoming a discovery layer. Users ask a question, the model synthesizes an answer, and then it may cite a few sources. That shifts the goal from “rank and win a click” to...
You join a new team. The codebase has 200,000 lines of code, no docs worth reading, and the one engineer who knew everything just left. Where do you start? That exact problem is w...
AI vibe coders have yet another reason to thank Andrej Karpathy, the coiner of the term. The former Director of AI at Tesla and co-founder of OpenAI, now running his own independen...
Building a knowledge base for AI models isn’t a one-time task but an iterative process of refinement. The post How to Build an Efficient Knowledge Base for AI Models appeare...
We’ve Been Building The Foundation For 40 Years A year ago, I wrote about the graphic future of IT management — IT management platforms converging on graph architectures to create...
PreambleI've been discussing and committed to a Schema.org-first approach to building content models in Drupal for several years. Along the way, someone described Schema.org as "fo...
In this tutorial, we explore how to build and query a local knowledge base with OpenKB using a free, open model via OpenRouter. We securely retrieve the API key with getpass, set u...
The vector database category is undergoing a shift in response to the needs of agentic AI. The retrieval-augmented generation (RAG)-to-vector database pipeline doesn't cut it anymo...
Jaya Gupta and Ashu Garg of Foundation Capital on December 23rd, 2025, introduced the term "con...
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