5 papers
Mathematics and Coding are Universal AI Benchmarks
Przemyslaw Chojecki
We study the special role of mathematics and coding inside the moduli space of psychometric batteries for AI agents. Building on the AAI framework and GVU dynamics from previous wo…
The Geometry of Benchmarks: A New Path Toward AGI
Przemyslaw Chojecki
Benchmarks are the primary tool for assessing progress in artificial intelligence (AI), yet current practice evaluates models on isolated test suites and provides little guidance f…
Self-Improving AI Agents through Self-Play
Przemyslaw Chojecki
We extend the moduli-theoretic framework of psychometric batteries to the domain of dynamical systems. While previous work established the AAI capability score as a static function…
Psychometric Tests for AI Agents and Their Moduli Space
Przemyslaw Chojecki
We develop a moduli-theoretic view of psychometric test batteries for AI agents and connect it explicitly to the AAI score developed previously. First, we make precise the notion o…
An Operational Kardashev-Style Scale for Autonomous AI - Towards AGI and Superintelligence
Przemyslaw Chojecki
We propose a Kardashev-inspired yet operational Autonomous AI (AAI) Scale that measures the progression from fixed robotic process automation (AAI-0) to full artificial general int…