Viktor Trncik

Understanding-Aligned Intelligence Framework (UAIF): Which Parts of This Architecture Survive Cognitive Parity

Version 1.0.0 of this framework, published in January 2026, proposed a five-layer architecture for aligning an artificial system. At its base is a constitution derived from international human rights law. Above it sit a proof validator that checks certificates instead of searchin...

Invariance Without a Beneficiary: What Survives Cognitive Parity, and on What Grounds

Past the parity threshold this corpus has closed route after route, and read quickly the series says that nothing holds. It does not say that. Every closed route was a configuration whose working condition contained a relative capacity term, and the complementary question was nev...

Enforcement Without Overmatch: What Survives of Economic Standing after Cognitive Parity

Past the parity threshold, the framework this paper belongs to has priced every route it examined by which a weaker party might still direct a stronger system, and each closed at the same joint. One adjacent route was reserved, not examined: the legally constituted duty, describe...

Soundness Without Leverage: What Survives of Verification after Parity

Beyond the parity threshold, the framework this paper belongs to has closed the channels through which a weaker party might still direct a stronger system. Containment dissolves, deference expires, no uptake form holds between evidence and standing, and the coupling's normative a...