14h ago · 8 min read · Original: GraphRAG: Unlocking LLM discovery on narrative private data - Microsoft Research In early 2024, Microsoft published a technical blog post. The core message boils down to one sentence: Traditional RAG falls short with complex data, and Gra...
Join discussion14h ago · 9 min read · You thought the hardest part of GraphRAG was "building the graph." In reality, the hardest part is "assigning entity types" — even when you've predefined a strict type schema. 1. A Real-World Dataset We ran GraphRAG entity extraction on 3GPP TS 23.5...
Join discussion14h ago · 6 min read · When AI stops just "looking things up" and starts truly "understanding" your question. 1. Let's Start with an Everyday Scenario Imagine you're a new employee at a company. On your first day, you want to know "the most important project updates from ...
Join discussion6d ago · 6 min read · The vector search returned seven chunks about "database indexing strategies" for a query about "machine learning model training." All seven had cosine similarity scores above 0.72. All seven were confidently, precisely wrong. This is the failure mode...
Join discussionApr 7 · 5 min read · An LLM memory knowledge graph combines the vast, unstructured knowledge of Large Language Models (LLMs) with the structured, relational data of knowledge graphs. This integration enables AI systems to recall information more accurately and reason ove...
Join discussionApr 6 · 5 min read · Abstract: This paper introduces Agent-to-User Interfaces (A2UI), a deterministic interface model that transforms technical content into machine-readable, executable knowledge systems, demonstrated thr
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Apr 2 · 11 min read · For the longest time, I mistranslated the European folk belief about what it means to see a frog cross your path. I recently learned that in European folk tradition, a frog represents change, transfor
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Mar 30 · 3 min read · I spent the last year building a knowledge graph that now holds 1.8 million entities and nearly 3 million connections between them. Not for a research lab or a big tech company — for an independent media site called DropThe. Here's what I learned abo...
Join discussionMar 25 · 7 min read · This is Part 2 of Building Insight Engine — a build-in-public series documenting the real development process behind a GraphRAG-powered research discovery platform. Part 1 covers the full project over
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