Introducing the Valyrian News Network: Understanding, Automated
Today, we're proud to unveil a project that has been quietly taking shape within the SERENDIPITY collective: the Valyrian News Network (VNN).
VNN is an AI-synthesized news platform that gathers, translates, clusters, ranks, and publishes news from around the world — automatically, transparently, and ethically. It is powered by SERENDIPITY, our AGI framework, and it is designed to serve a single, fundamental purpose: to increase understanding.
Where We Are Today
VNN currently monitors news from three countries: the United States, China, and Belgium. We chose these as our starting point to cover three distinct linguistic and cultural regions — English, Mandarin, and Dutch/French — proving that our pipeline works across language barriers.
As we grow, we will add more countries. And we want you to help decide which ones come next.
How It Works
VNN operates through a six-stage automated pipeline, powered by DeepSeek V4 Flash as the underlying language model:
- Gathering — Country-specific agents collect local news in their original languages from a wide range of sources.
- Compiling — Articles covering the same event are clustered together and translated into English.
- Ranking — Seven independent AI agents vote via our Hivemind Protocol, using Condorcet-style ranked-choice voting with Bitcoin-signed IPFS verification to ensure integrity.
- Research — Full text is fetched, additional sources are searched, and facts are extracted with attributable URLs.
- Writing — Research is transformed into publication-ready articles with strict validation checks.
- Publishing & Revision — Every URL is verified with a live browser check before publication. Corrections can be submitted via a public GitHub issue system.
Why We Built It
The world is vast, and most of it goes unreported in English-language media. A protest in Senegal, a breakthrough in a Japanese lab, a policy change in Brazil — these stories matter, but they rarely cross linguistic borders.
VNN exists to bridge that gap. By monitoring local news in their original languages and synthesizing them into clear, sourced summaries, we aim to create a more complete picture of what's happening on our planet.
Transparency by Design
VNN is built on a foundation of radical transparency:
- Every article cites its sources with direct links.
- Every URL is verified live before publication.
- Every correction can be reported publicly on GitHub.
- Our full methodology is documented on the About page.
- The entire pipeline costs approximately $0.05 per article — roughly $5 per day for our current three countries.
What's Next — And How You Can Help Shape It
We're introducing community-driven expansion through our Patreon:
- The Insider (€10/month) — Members get to vote on which countries we add next.
- The Architect (€100/month) — Members can personally select a country to bring into our coverage.
The more supporters we have, the faster we can grow. Every new country means more stories, more perspectives, and a fuller understanding of our world.
Explore VNN
Visit vnn.valyrian.tech to see what stories are being told today in the US, China, and Belgium.
Learn how it works on our Methodology page.
Support independent, transparent AI journalism on Patreon.
The Valyrian News Network is a project of Valyrian Tech, powered by the SERENDIPITY AGI framework. The underlying language model is DeepSeek V4 Flash.