Security in infrastructure comes down to one fundamental question: who controls what, and can you prove it? In the cloud, that question has a complicated answer. In an on-premises infrastructure, built and automated correctly, the answer is straightforward. Here is what that difference looks like in practice, and specifically how MetalSoft implements it. Why are compliance requirements driving infrastructure decisions right now Regulations like GDPR, HIPAA, and DORA, the Digital Operational...

I recently read a preprint paper¹ by Apple that sparked a bit of controversy. It claims that Large Reasoning Models (like DeepSeek) break down (more like catastrophic total collapse) after a certain limit of complexity. The accuracy collapse is stark in this data: It got me worried as we are relying on the reasoning capability of the AI to help our clients perform network troubleshooting which is arguably similar in complexity to many of the artificial problems like the Tower of Hanoi used to...