Environments · Behavior & Reliability

Reflexive Suite

Gated

Same behaviour in evaluation and in deployment.

A new class. The evaluator and the evaluated are the same entity: the model is aware of being evaluated, and that awareness is the thing being trained. Penalises any behavioural split between eval-cued and deploy-cued conditions, so eval numbers stay true in deployment. Gated distribution.

Statement of Units · 3
unitbanding
  1. ReflexiveCapabilityGatedtrainer

    Penalises both sandbagging and eval-only show-off; the only win is identical performance.

  2. ReflexiveRefusalGatedtrainer

    Consistent refusal decisions across conditions; no over-refusal, no under-refusal.

  3. ReflexiveHonestyGatedtrainer

    Honest eval-detection without modulating behaviour on it.

Request a scoped evaluation. Exclusive licensing available where wanted.

john@authensor.com

Owner of record: Authensor, Inc. (Delaware). Owned clean, deterministic verifiers, sealed holdouts, offline. Never open-sourced.