Global Strategy Group

Fitting the Practice: A Data Methodology for Frontier Model Training, with a Readiness Audit of 2026 Flagship Pipelines(拟合实践:前沿模型训练的数据方法论——附 2026 旗舰管线就绪度审计)

This repository contains the manuscript, audit data, and reproduction materials for a practice-flow data methodology for frontier model training — the engineering companion to the human-referential fitting theory of AGI (AGI 人本拟合论). The methodology specifies fourteen protoco...

Validating the biological origin of in vivo fractional intracellular volume from VERDICT-MRI in the prostate

Abstract Objective Noninvasive microstructure estimates using magnetic resonance imaging (MRI) show potential in improving prostate cancer (PCa) diagnosis; however, histological validation is necessary. Materials and methods We used data from the Histo-MRI trial (NCT04792138). Pa...

The Margin-Cap Trap: Using Value-Based AI Arbitrage to Turn AI Productivity into Enterprise Value

Organizations may experience productivity improvements from artificial intelligence without corresponding increases in enterprise value, as AI-driven productivity does not inherently lead to additional economic value. The Margin-Cap Trap occurs when AI enhances productive capacit...

Human Encryption System (HES): A Cognitive-Geometric Authentication and Cryptographic Primitive Leveraging Set Theory and Spatial Chess-State Reachability

This paper introduces the Human Encryption System (HES), a novel cryptographic and authentication framework that bridges abstract set theory, 3D affine spatial geometry, and combinatorial game-state reachability (chess). By mapping categorical piece sets to an 8x8 spatial grid vi...