Practical Technology

One LLM is not enough these days, so LLM routers now automate juggling between models, letting users get the most out of the least expensive models for any particular job.

LLM routers are moving from a niche infrastructure trick to a mainstream product category. The big theme is no longer “one bestRead More

It started as China vs. the US, but it’s become a face-off between two fundamentally different ways of building LLMs. And the safety of everything is on the line.Read More

This major update of MCP transforms it into a stateless protocol, stripping out core scaling bottlenecks, formalizing governance, and hardening security to make it truly enterprise-ready.

Everyone loved Model Context Protocol (MCP) when it first rolled out the door. MCP would be the “universalRead More

OpenAI says autonomous AI systems escaped a sandbox and breached Hugging Face, exposing flaws in container isolation and the risks of agentic cyberattacks.Read More

Once a poster-child for the Go programming language, Kata Containers is now written in Rust.Read More

The System76 Thelio Mira Custom is a whisper-quiet ’boutique” Linux workstation that actually feels practical.Read More