📄️ Abstract
"Like water changing phase, information changes form while maintaining fundamental conservation principles." — Daniel Sandner
📄️ Book Outline
"Our understanding of systems changes qualitatively depending on our scale of observation, yet these different perspectives resonate with each other in predictable and meaningful ways." — Daniel Sandner
📄️ Scale Resonance (Essay)
Introduction
📄️ Intro
"Traditional scientific approaches often stumble when confronting emergence—the appearance of properties that cannot be predicted from lower-scale components alone." — Daniel Sandner
📄️ Scale Resonance Prompting (Validation)
First, we will design various prompting approaches and then analyze them using SRT principles:
📄️ Resonance Prompting LLM Test
Application of our step-wise approach to visual content analysis: