Microsoft's AI Evaluation Deals With US and UK Governments Signal That Enterprise AI Procurement Will Require Formal Safety Evidence
azure-ai

Microsoft's AI Evaluation Deals With US and UK Governments Signal That Enterprise AI Procurement Will Require Formal Safety Evidence

There is a gap in how enterprise AI gets purchased versus how it gets evaluated. Most procurement decisions still run on model cards, benchmark leaderboard positions, and vendor self-assessments. That is not entirely unreasonable — the alternative, formal adversarial testing against documented methodologies, has historically been expensive, slow, and inaccessible to
5 min read
ai-frameworks

InfoWorld's Case Against the Agentic AI Distraction Is Wrong in the Details But Right About the Infrastructure Problem

InfoWorld published an editorial this week arguing that cloud providers are using agentic AI as a strategic distraction from unresolved fundamentals: platform fragmentation, operational complexity, and resilience failures that have become too visible. The argument is structurally sound, but it undermines itself by staying too general — "platform fragmentation"
3 min read