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Human vs. System in the Loop: JEV audits AI trading signals under shared investor constraints, giving the Apertus team a traceable decision log comparing its model with peers. Humans stay in control.
We give every VLM a bias passport, a reproducible fingerprint showing not just how much it discriminates, but who it discriminates against, where, and why it differs from every other model.
