ai-augmentation

An interpretable system that models the future of work as an equilibrium under AI-driven forces. Instead of predicting job loss, it decomposes workforce disruption into automation pressure, adaptability, skill transferability, demand, and AI augmentation to explain stability, tension, and transition paths by 2030.

The 10-80-10 Principle — The optimal balance for human-AI synergy: 10% direction, 80% acceleration, 10% judgment. A thinking OS for every professional in the AI era. / 人とAIの共創黄金比「10:80:10」の法則——AI時代の思考のOS。

61 years of Budget statements in Singapore analysed, with the use of LLM classification and word counting methods.

🤖 Analyze the future of work with the Workforce Disruption Equilibrium Engine, a system for understanding job changes in an AI-driven world.