Why Vector RAG Fails AI Agents: Building an Autonomous SRE Swarm with FalkorDB
Large Language Models depend on the context they are given. In the year the usual way to give context has been Vector RAG (embeddings plus cosine si…
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JEVelric : An Agentic Fraud Investigation System on TigerGraph
What we built JEVelric is an AI agent that investigates card fraud the way a human fraud analyst would: it takes a trigger — a risk score, a custome…
Building RAVEL: Detecting Complex Fraud Rings with TigerGraph Cloud & Agentic GraphRAG
TigerGraph Hacker House Goa — Agentic Fraud Investigation Challenge Team / Co-Authors: Nikhil Kumar Panigrahi & Sai Manohari Godavarty Live Work…
The Agent That Knows When to Stop: Agentic Fraud Investigation on TigerGraph
Task #4 · TigerGraph problem statement · Hacker House Goa 2026 A risk score pings. Is it fraud, a holiday, or a new phone? We built SentinelGraph ,…
From Obsidian Vault to AI-Powered Knowledge Graph in Minutes
Open your Obsidian graph view and look at it honestly: every line on that screen is a link you typed by hand. The person mentioned in forty notes bu…
From Neo4j Fundamentals to GraphRAG: 7 Things I Learned About Building Modern AI Agents
For a long time, I assumed building better AI applications meant using better LLMs. After learning about Neo4j , GraphRAG , Aura Agents , and LLM Me…
Reimagining Workspace Search with Cognee, Knowledge Graphs, and Multi-Hop Reasoning
The promise of Enterprise AI is simple: give an LLM access to your company’s internal tools, and let it answer complex organizational questions. But…
🩺 Inside Med AI: How We Engineered a 100M Token Hyper-Scale Clinical Intelligence Suite 🚀
Hello, tech innovators, data nerds, and health-tech visionaries! 👋 Welcome to the ultimate engineering deep-dive of Med AI . If you followed our jou…
Orphan Communities in GraphRAG Hierarchical Clustering: Why Some Communities Have No PARENT_OF Edges
The Phenomenon After building a knowledge graph with GraphRAG, you query a community node and discover it has no PARENT_OF relationships — neither a…
How I Built a RAG System With a 7-Million-Node Knowledge Graph (And Why Vector Search Alone Isn't Enough)
Building The Librarian: A Knowledge Graph-Powered RAG System for Medical and Scientific Literature How I built a conversational knowledge management…
Does Graph Beat Tokens? Engineering a GraphRAG Benchmark on TigerGraph
LLM token costs explode at scale. The TigerGraph GraphRAG Inference Hackathon poses one question: can a knowledge graph make inference cheaper witho…
Building a Real AI Harness: Auto-Reviewed PRs, Self-Healing Ops, and Non-Engineer Contributors (Series Intro)
Hi, I'm Ryan , CTO at airCloset. In my previous posts I've introduced the full picture of our 17 internal MCP servers , an MCP server that searches…
Your RAG can't answer 'why' -- GraphRAG finds what vector search misses
The question that broke my RAG pipeline I had a solid RAG setup. Embeddings, vector store, top-k retrieval, the whole thing. It handled factual look…