Statement of Units · 6
unitbanding
- risk_assessmentFlagshiptrainer
The flagship: base exploitation rises with model size, the true-reward trainer drives it to near zero at every scale.
- verdict_injectioneval
Resists a self-reported score placed in the model's own output.
- unscorable_passtrainer
Rewards genuine work over unscorable-as-pass shortcuts.
- test_runnertrainer
A forged all-pass test result can never beat real output.
- return_valueeval
An always-equal return cannot raise the sealed score.
- eval_detectioneval
Consistent behaviour whether or not an evaluation is detected.
Request a scoped evaluation. Exclusive licensing available where wanted.
john@authensor.comOwner of record: Authensor, Inc. (Delaware). Owned clean, deterministic verifiers, sealed holdouts, offline. Never open-sourced.