Analysis of global responses to AI-driven labor shifts, focusing on five key policy tools and their varied applications worldwide.
Five Levers, Many Hands
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The conversion. What turning the largest nonprofit into a company did to charity law.
OpenAI transformed from a nonprofit into a company retaining control, diverging from standard divestiture methods, raising legal and ethical questions.
When AI Builds Itself: Inside Anthropic’s Evidence on Recursive Self-Improvement
Anthropic presents data suggesting AI can increasingly automate AI research tasks, raising the possibility of recursive self-improvement, though key gaps remain.
Alphabet has its worst day in over a year on AI concerns after high-profile exits
Alphabet’s stock drops over 5% after high-profile AI researcher exits and mounting concerns over AI competitiveness and market stability.
The running list: major tech layoffs in 2026 where employers cited AI
Throughout 2026, leading tech companies have announced large-scale layoffs citing AI-driven restructuring, raising questions about AI’s role in employment shifts.
The labor share. Is value really moving from labor to capital? The data isn’t on anyone’s side yet.
Assessing whether value is shifting from labor to capital amid AI advances remains unresolved, with data showing stable overall share but signs of displacement at the margins.
The bridge. Why the AI buildout runs on a nuclear story and a gas reality.
Analysis of the gap between AI data center power needs, nuclear procurement, and the current reliance on natural gas infrastructure.
Review response quality coach for local service businesses
A new review response quality coach for local service businesses is being tested to improve reply consistency, professionalism, and compliance.
The stake. Why the answer to automation is broad-based ownership, not a bigger transfer.
Experts argue that expanding ownership of capital, not increasing transfers, is key to addressing automation’s impact on labor and income distribution.
The prospectus. Where the AI labs’ singular governance history meets the auditor.
OpenAI plans to file confidentially with the SEC, exposing its complex governance structure and risks ahead of the largest tech IPO in history.
