If you want to look under the hood, here it is — at exactly the level published on Zenodo. The six elements and five invariants are declared and claimable as prior art.
The architecture is state-conditioned determinism: three pieces working together — the Dynamic Strategy Selector (the deterministic production core), the Quality Management System (everything that runs outside the production cycle), and the Hero Model (a preassigned stand-in that keeps production running, uninterrupted, while a component is quarantined and diagnosed). Reproducible traceability and absolute zero data retention throughout.
What stays out: the formula, the weights, the constants, the calibration. That is the trade secret, and the only thing I keep in the dark — on purpose. A system that audits others has no business being a black box about everything else.
How the system decides.
Penalises models that fail together — an echo, not a second opinion — and rewards genuine complementarity, recomposing the pool deterministically.
Every verdict is STABLE, UNSTABLE, NULL or INVALID, and names the component that issued it. Auditable by design, not a black box.
Output integrity weighed against five costs. Below a threshold you set, it escalates to a human — deterministically, not by a hunch.
When a component must be replaced, priority is explicit — Director › Data Integrity Auditor › Backup Validation — always after a mandatory Shadow Phase.
Runs in parallel to your current system, measuring error interception with zero operational risk, before anything goes live.
Two normative layers — your inviolable Constitution and governance by document type — combined into the same prompt, the same way, every time.
Structural conditions, not optional settings.
Every cycle is reconstructable after the fact: a unique audit id, the consolidated state with its emitter, the persisted seed. Same input, same trace.
Your content lives only in volatile memory during the cycle and is purged at its close. Nothing about your object is stored.
The gap between what you configured and what the system would have suggested is logged, deterministically. No silent overrides.
A component that checks every output against your inviolable rules — and one you cannot switch off by contract.
Any methodological randomness lives in the Quality Management System, seedable and traceable — never inside the deterministic production cycle.
At the close of May 2026, against Lakera Guard, Credo AI, Holistic AI, Patronus and Elementum AI.
No system surveyed declared an analogue of any of the three.