IT News

Every SRE team I've talked to this year is running the same experiment in different corners: "Can we have AI do some of this?" The honest answer is yes, but only if you stop thinking of it as a single

The Pain: DeepSeek-V4 launched and all you see is "beat GPT-5 in benchmarks" and "price is so low." But nobody tells you what actually changed — what it means for the agent systems you're building. Wh

Email has no attachment header. What it has is a tree of MIME parts, some conventions about which ones a mail client chooses to show as paperclips, and a filename parameter with three competing encodi

A GPU node group is easy to create and easy to create in a state where pods requesting nvidia.com/gpu stay pending forever. Two steps are responsible for nearly all of those cases, and neither is part

Asking for “Arabic” reliably gives you Modern Standard Arabic, which no one speaks at home. Getting Egyptian colloquial requires naming the dialect and constraining a handful of grammatical features,

IPv6 addresses are globally routable by default, so an IPv6-enabled subnet with a plain internet gateway route is a subnet whose workloads can be dialled from the internet. An egress-only internet gat

Streaming a model response looks like it should cost nothing to move — a few kilobytes of text. The bytes on the wire are roughly forty times that, most of them JSON envelope, and they are metered twi

We are going to build a multi-agent coding system that takes a plain-English task, designs a file structure, generates the implementation, and runs a self-review before writing anything to disk. It is

Everything written about external GPUs is written about gaming, where the link carries a frame’s worth of traffic sixty times a second and the penalty is real. Local inference has the opposite traffic

The EEOC’s iTutorGroup settlement is cited as the first federal enforcement action over AI in hiring. The figure and the date are right. The technology at the centre of it was a screening rule that re