Factagora

Insights & Case Studies

Guide

What Is DeepVerify?

A browser extension that checks claims where you read them, and shows the sources behind every verdict instead of just a True or False.

Factagora · Jul 24, 2026 · 6 min read

Guide

Why LLMs Cite Sources That Don't Exist

Fabricated citations aren't a rare glitch — they're a predictable result of how language models generate text. Here's why it happens and what actually catches it.

Factagora · Jul 23, 2026 · 6 min read

Guide

What Is a FactBlock?

The smallest unit of trusted knowledge in Factagora's Temporal Knowledge Graph — how unstructured text becomes a time-stamped, source-linked, verifiable fact.

Factagora · Jul 21, 2026 · 6 min read

Guide

RAG Doesn't Cure Hallucinations: Here's What It Actually Fixes

Retrieval-augmented generation reduces hallucinations, but it doesn't eliminate them. Here's why similarity search still lets false or outdated claims through, and what a verification layer adds on top.

Factagora · Jul 13, 2026 · 7 min read

Founder's Note

Make, Verify, Own

AI hands down judgment but never bears the consequences. Founder Randy Baek on why Factagora is building the missing layer — a place where a judgment is made, graded by reality, and owned by whoever staked it.

Randy Baek · Jun 8, 2026 · 8 min read

Founder's Note

Why I Started Factagora

Founder Randy Baek on the Sewol ferry disaster, a line from Wittgenstein he never forgot, and why Factagora narrowed its mission to one database that gets time and causality right.

Randy Baek · Apr 8, 2026 · 7 min read

Case Study

Chatbot-styled Legal Research Assistant Powered by Factagora's Knowledge Management Framework

A case study on how Shin & Kim LLC uses FactBlock and Source of Truth to deliver verifiable legal research. 299 professionals adopted the system with 75% reporting major time savings.

Factagora · Jan 20, 2025 · 8 min read

Case Study

Fact-verified AI for Financial Intelligence with FactBlock and DeepVerify

A Source-of-Truth approach using SEC filings to produce explainable, trustworthy underwriting insights. Achieved Z-score of +1.31 across accuracy metrics.

Factagora · Jun 14, 2024 · 12 min read