4 papers
Understanding the Nature of Generative AI as Threshold Logic in High-Dimensional Space
Ilya Levin
This paper examines the role of threshold logic in understanding generative artificial intelligence. Threshold functions, originally studied in the 1960s in digital circuit synthes…
Navigational Thinking as an Emerging Paradigm of Computer Science in the Age of Generative AI
Ilya Levin
Generative AI systems produce meaning with a quality indistinguishable from - and occasionally surpassing - human performance, yet the epistemic mechanism through which this occurs…
Vibe-Creation: The Epistemology of Human-AI Emergent Cognition
Ilya Levin
The encounter between human reasoning and generative artificial intelligence (GenAI) cannot be adequately described by inherited metaphors of tool use, augmentation, or collaborati…
Smart Learning in the 21st Century: Advancing Constructionism Across Three Digital Epochs
Ilya Levin, Alexei L. Semenov, Mikael Gorsky
This article explores the evolution of constructionism as an educational framework, tracing its relevance and transformation across three pivotal eras: the advent of personal compu…