Also: Enterprise AI agents are multiplying fast, and Microsoft wants full control of them

According to Microsoft's chief security architect Aleš Holeček, "AI vulnerability discovery has crossed from research curiosity into production-grade defense at enterprise scale, and the durable advantage lies in the agentic system around the model rather than any single model itself."

One of the big problems in security automation is the signal-to-noise ratio. When we let an algorithm or an AI loose on a network or a codebase, the automated tool often turns up hundreds, if not thousands, of red flags.

While it's likely true that all the worrisome implementation details a security scanner finds may be problematic, they're not all worthy of a five-alarm response.