The Provenance Protocol
Solving the "Hallucination Problem" by building an evidence-first architecture. Linking every claim back to its source article cluster.
Engine Report
The VFS Engineering Log
Direct reports from the engineers building the world's most transparent adjudicator.
Our Mission
"To empower the public to validate, challenge, and inform their understanding of the world, VFS uses
transparent adjudication to map the structure of global discourse and establish a factually grounded
foundation."
The Steering Engine
Transitioning from autonomous scraping to expert-guided adjudication through a professional Steering and Oversight layer.
Engine Report
The Factual Yield
Implementing mathematical truth-metrics like Grounded Density and Logical Friction to define the efficiency of the Syndicate engine.
Engine Report
Semantic Velocity
Total Semantic Awareness through deep-body extraction and the launch of the **Forensic Discovery Engine** for deep-archive research.
Engine Report
The Glass Box Architecture
Strategic report on transparency, logic integrity, and IP protection.