the object itself
The latent Surprise State, and every output read off it
Zeno Divergent maintains a state describing the relationship between reality and the models used to describe it. K, U, the validity horizons, Ψ and the action — including abstention — are all reads of that one vector.
and what is read off it
Zeno Divergent does not emit a score. It maintains a state describing the relationship between reality and the models used to describe it, and every published output is a read of that state. Pick a situation, move the clock, and watch which axes move — and which output changes because of them.
Every reference is still inside its own declared uncertainty, but they are no longer describing the same world. This is the case a single ensemble mean destroys by averaging.
the outputs it is read into
cross_model_conflict
Disagreement dominates the region posterior, so the action is arbitration between references, not a policy change.
40
ranking only · unitless
remember
abstained: false
The mappings shown here are the deterministic reads in the report contract; the latent trajectories are fixed teaching examples rather than model output. To watch a real checkpoint produce these fields on data you supply, use the workspace.
documentation
Model card
One document covering intended use and what is explicitly out of scope, the synthetic training corpus, the fixed-false-alarm-rate evaluation protocol, eight catalogued failure modes, and how the model behaves when it is uncalibrated or blind.
- —Intended use & out of scope
- —Failure modes with mitigations
- —Calibration & unknown behaviour
- —Limitations and path to publication