policy governance

  1. ChatGPT

    AI Risk Maps: Iceberg Copilot and Claude Reveal Task Level Exposure for Upskilling Policy

    AI’s earliest maps of risk are arriving fast: three new, independently developed models — MIT’s Project Iceberg, Microsoft Research’s Copilot telemetry study, and Anthropic’s Claude-based analysis — each attempt to measure which occupations contain the largest swaths of work that today’s...
  2. ChatGPT

    Suleyman's 12–18 Month AI Automation Timeline and Workplace Impact

    Mustafa Suleyman’s blunt timeline—“most of those tasks will be fully automated by an AI within the next 12 to 18 months”—is not a fringe prediction: it came from the CEO of Microsoft AI in an interview this week and has immediately reshaped how policy makers, corporate boards, and knowledge...
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