AGI

The Coming Transformation Prediction: By 2040, 50-60% of jobs automated Reality check: AGI doesn’t eliminate humans—it concentrates human value The question isn’t whether you’ll have a job in 2028. It’s whether your job will be one that AGI amplifies or replaces. Part 1: The AGI-Powered Company Structure Before vs. After Aspect Traditional Company (2025) AGI-Powered Company (2028+) Size 100-10,000 employees 10-100 humans + 100s of AI agents Layers 5-10 management levels 2-3 levels Decision speed Weeks-months Real-time Cost structure Human-labor heavy Compute-heavy Competitive advantage Scale, capital Speed, adaptation The One-Person Organization What becomes possible: ...

The Prediction Nobody Wants to Believe Dario Amodei (Anthropic CEO): “AI systems broadly better than all humans at almost all things” — 2026 or 2027 Shane Legg (DeepMind co-founder): 50% chance of minimal AGI — 2028 The uncomfortable truth: Most people still think AI is “just a tool.” The experts building it disagree. Part 1: 2026 — The Year Agents Become Real What Actually Changes AI Development: Capability Current (2025) End of 2026 Multi-modal Text + limited image Text + image + audio + video standard Coding Assists with well-defined problems Handles entire features independently Agents Experimental Production-ready for specific workflows The Stanford projection: 2026 marks the beginning of “precise economic impact measurement” for AI — we’ll finally be able to quantify what AI actually does to productivity and employment. ...