Moat · science layer
Science
The deep primitives beneath AIVI/AIRS — belief accuracy, integrity, and measured causal lift. Internal instrumentation; numbers are labeled measured only when backed by real panel observations.
Belief accuracy
Grounding-Gap
Where each model's parametric belief diverges from cited reality. High score = the model already believes the truth without searching. Every gap names the stale belief and the source that fixes it.
Integrity
Organic · Ours · Poisoned
Every disclosed deliverable is a known cause with a timestamp. A stable series reads organic; a fast, unexplained, adverse-signature shift reads poisoned. The feature vector is emitted so this becomes fully supervised as labels accrue.
Effect size
Measured lift, not guessed
Real AIVI/AIRS lift per intervention, paired at the cell level (Twin-Branch) from before/after audits in the panel. Where data is thin we fall back to the catalog's directional estimate — always labeled.