Future of Work & the Economy

AI agents don’t just automate tasks faster — they change who is allowed to hold a job, sign a contract, or set a price. That reframe forces a rewrite of the growth question, not a footnote to it.

Four supply-side scenarios, one demand-side reframe, and why the aggregate forecast you’ve been shown is probably hiding the number that matters

How abundant machine intelligence is rewriting work and society, and why that logic forces school to stop delivering subjects and start building sixteen human faculties.

The one-person department of the future is a human-led, AI-powered operating unit built on memory, orchestration, judgment, quality control, and compounding execution.

16 new AI-first roles define how companies scale speed safely: autonomy, truth, learning, standards, metrics, agent governance, judgment, integrity, resilience, ethics.

Automation shifts income from labor to capital; compounding concentrates ownership and power. The essay argues for capital/inheritance taxation, coordination, and access reforms

Agentic AI transforms work by embedding intelligence into systems, enabling autonomous execution, scaling without hiring, and redefining the human role in organizations.

AGI will shift work from execution to orchestration, making adaptability, AI fluency, and human creativity essential for thriving in a world of AI-driven transformation.

Emotional wealth—cultivating awe, gratitude, and connection—fuels innovation, productivity, and economic resilience, making it the key competitive advantage of the future.

Exploring how automating key skills with AI and digital tools transforms economies, enabling efficiency, scalability, innovation, and unprecedented economic growth.

Communication skills are a key precursor to being able to assign work to LLMs and therefore these professions are most likely to move ahead in the new generative AI era.