The Alchemist's Paradox N=1 Science: Unlocking Next-Gen AI via "Observer Transformation"

<p><strong>[NeurIPS 2025 Handout / Manifesto]</strong></p>

<p>Modern science has systematically excluded the "observer" to guarantee reproducibility. However, this exclusion has severed the connection to a reality that demands observer transformation. This manifesto argues that the current impasse in AI Scaling Laws and the conceptual voids in neuroscience stem directly from this omission.</p>

<p>We propose a return to <strong>"N=1 Science"</strong>—utilizing outliers not as noise, but as ultimate observational instruments to capture the dynamic evolution of intelligence.</p>

<p><strong>Key Propositions:</strong></p> <ul> <li><strong>The Alchemist's Paradox:</strong> Re-evaluating alchemists not as failed chemists, but as scientists who correctly integrated the "transformation of the observer."</li> <li><strong>Limits of Scaling Laws:</strong> Why mere statistical averaging of parameters ($N$) will never yield a qualitative leap in AI.</li> <li><strong>The "Glass Box" Protocol:</strong> An experimental design involving 24/365 multi-modal monitoring (Time-Domain fNIRS, EEG, HRV) of outlier individuals to synchronize physiological states with cognitive "Eureka" moments.</li> <li><strong>Integrated Coherence Verification:</strong> Operationalizing "expert intuition" as a falsifiable scientific variable for detecting high-potential outliers.</li> </ul>

<p>This document serves as a blueprint for bridging the gap between subjective experience (qualia) and objective biometric data, aiming to unlock the next generation of Artificial Intelligence.</p>