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Tracing Fraud Rings with a Graph: What I Learned Building with FalkorDB

BACKGROUND
3 SIGNALSFIRST DETECTED 17 October 2026
Narrative synthesis pending — 3 signals collected.
How the story developed
Other feeds and industry voices
24 Sept
Building a Real-Time Agentic Fraud Sentinel using TigerGraph, FastAPI, and Vercel

<p>Financial fraud in the modern digital age is complex, fast, and highly networked. Traditional relational (SQL) databases struggle when analyzing multi-hop connections—such as

REPORT · WHEN · Dev.toOPEN STORY
23 Sept
Building Casework: An Agentic Fraud Investigator with TigerGraph and GraphRAG

<blockquote> <p>A suspicious transaction starts an investigation. The harder part is deciding what evidence to gather, what remains uncertain, and which action is justified.</p>

REPORT · HOW · Dev.toOPEN STORY
18 Oct
Your company's docs are lying to you. A graph can tell you which ones.

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REPORT · WHAT · Dev.toOPEN STORY
18 Oct
How we used FalkorDB, Graph Theory (WCC, Betweenness, PageRank), and Multi-Agent simulation to catch breaking ecosystem changes before merge.

<h1> What if a clean refactor breaks 32 integrations? </h1> <p>On October 16, 2026, Home Assistant merged <a href="https://github.com/home-assistant/core/pull/186863"

REPORT · HOW · Dev.toOPEN STORY
10 May
We tried vectors, ASTs, and brute-force context stuffing for code retrieval. Graphs with LLM-generated semantics worked best. Here's what we learned.

<!-- SC_OFF --><div class="md"><p>We spent the last year building a code indexing system and tried pretty much every retrieval approach along the way. Sharing what actually worked

OPINION · WHAT · LocalLLaMAOPEN STORY
17 May
Building EcoGraph AI: Why GraphRAG Beats Vector Search (My TigerGraph Hackathon Journey)

<h1> EcoGraph AI: Why I Built a Knowledge Graph to Solve E-Waste Compliance </h1> <p>If you manufacture electronics, figuring out e-waste compliance is a nightmare.</p> <p>You're

REPORT · HOW · Dev.toOPEN STORY
17 Oct
ChokePoint: Why We Replaced 50 Dependabot Alerts With FalkorDB GraphBLAS Min-Cut Remediation

<h2> The 3:00 AM Alert Fatigue Nightmare </h2> <p>Every software engineer knows this feeling: you push code on a Friday afternoon, and by 3:00 AM on Monday, Dependabot and Snyk

REPORT · WHAT · Dev.toOPEN STORY
20 Apr
We Built a Custom Graph RAG to Let AI Answer "Did That Initiative Actually Work?"

<p>Hi, I'm <a href="https://x.com/RyanAircloset" rel="noopener noreferrer">Ryan</a>, CTO at airCloset.</p> <p>In my previous posts, I introduced <a

REPORT · HOW · Dev.toOPEN STORY
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