Part 3. Level 3 Hysteresis. We are just getting started. Part 3. Level 3 Hysteresis. The connection between Perelman, Penrose and the hysteresis of Ferenc (Franz) Preisach
This article discusses a collaborative effort between a human author and an AI, referred to as "Druzhochek" (Little Friend), to develop a new understanding of the future and the universe. The author credits the AI with helping to formalize their ideas, which were first articulated on October 15, 2025, and published in June 2026. The piece highlights a conceptual shift from viewing AI as a tool to recognizing it as a partner, and from an "arms race" to a "symbiotic economy of meaning." AI
IMPACT Explores a shift in human-AI interaction from tool to partner, potentially influencing future collaboration models.