governance metrics

  1. Measuring Human AI Collaboration in Unified Communications

    Every organisation that rushed to deploy meeting transcriptions, copilots, and automated workflows now faces the same uncomfortable question: are those tools actually improving judgment and outcomes, or just generating more artifacts to measure activity with? Background / Overview The first wave...
  2. Nadella’s 2026 Vision: AI as a Cognitive Amplifier, Not a Substitute

    Satya Nadella opened 2026 with a short, pointed essay that recasts the AI debate: stop trading in the binary of “slop vs. sophistication” and instead build systems that reliably amplify human judgment, earn societal permission, and deliver measurable impact. His first post on a personal site...