Every claim, evidenced.
The ON/OFF experiment.
Governed debate across three models (ON) against single models and a simple no-debate combination of outputs (OFF), judged blind on real federal bid decisions. The result: under governance, model debate made better bid/no-bid calls than any single model or a simple average of them.
Exploratory directional pilot · 7 decision points · no statistical significance claimed.
Governed debate lifted decision quality across the pilot’s 7 decision points.
Exploratory directional pilot · 7 decision points · no statistical significance claimed.
What the work looked like.
ISSM and cyber-IA support under an active federal program.
Bid/no-bid design partner on the rEfracta engine.
An open source intelligence solution, developed using rDenz technology including the AELUM harness.
Visit ARGUS (opens in a new tab)How we verify.
Every number on this site carries a verdict: verified, pilot caveated, or roadmap. The claim ledger is the method. It is also the proof.