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The New Digital Class Divide Capability Ledger / 2031 Two equal starting points One widening curve The App-to-Stack Series / Part IV The New Digital Class Divide Capability begins compounding unequally when one person’s digital
The Employee Brings the Operating System Proposed Employment Instrument · 2031 · Controlled Working Copy Instrument EOS–03 Draft for negotiation Effective horizon: 2031 The App-to-Stack Series / Part III The Employee Brings the Operating System
App People and Stack People Field report / 2031World 01 App Learn the system. Enter its screens. Become proficient inside the environment someone else designed. World 02Field report / 2031 Stack Bring an environment. State
Absorption eats the routine work that quietly trained every expert. The apprenticeship gap is the zero-attention economy’s hidden deficit — and closing it means designing surprise back into the curriculum. … Continue readingThe Apprenticeship Gap
The full paper. Labor replacement is the calculator stage of AI. The deeper transformation begins when prediction becomes cheap enough to redesign vehicles, cities, and supply chains — and new categories appear. … Continue readingAfter Prediction: How Cheap AI Creates Categories That Could Not Exist Before
The zero-cost prediction curve After Prediction AI’s real power is not replacing workers. It is creating categories that could not exist while prediction was expensive. The thesis Digital photography did not look like arithmetic. The