enterprise ai risk

Microsoft’s MAI-Thinking-1 entered private preview on June 2, 2026, as Microsoft’s first in-house reasoning model, but its own technical materials now place public-web and Common Crawl data beside the company’s promise of clean, commercially licensed training data. That is not a footnote...

A single click on a seemingly harmless Copilot link, a steady stream of employees pasting sensitive text into public chatbots, and consumer AI apps moving from conversation to commerce — together these developments expose a brittle set of trust boundaries in today’s generative-AI ecosystems and...