Welcome to Larvitz Blog! I’m Christian, a Senior Consultant by day and FreeBSD enthusiast by night, with over 20 years in enterprise IT. Here I write about FreeBSD jails, PF firewalling, self-hosting, Linux system administration, and anything that’s cleanly engineered. Most articles are hands-on guides born from running my own infrastructure, from dual-stack networking and Ansible automation to hosting a Mastodon instance on FreeBSD.

Have a question or want to discuss something? Find me on the Fediverse at @Larvitz@burningboard.net. I’m always happy to chat!

#llm Articles

Sat 03 October 2026
Linux

Self-Hosted AI: Qwen 3.8 on a Rented Blackwell at 150 Tokens per Second

An open-weight Qwen 3.8 27B model, an RTX PRO 6000 Blackwell rented by the hour, and one shell command to start it. For most of my everyday coding it is good enough, it answers at roughly 150 tokens per second, and my prompts stay on infrastructure I chose. Some honest caveats about what “self-hosted” means on someone else’s GPU are included, along with the workflow that has worked best for me: a frontier model for architecture, and a fast open-weight model for the token-heavy implementation loop.

Wed 03 June 2026
Meta

The AI Stack I Actually Run in 2026: A Laptop iGPU and Four Rented Frontiers

The most interesting thing about AI in 2026 is not which frontier model wins this month’s benchmark. It is that the frontier became a commodity you rent through near-interchangeable clients, while the part with actual craft in it moved onto the integrated Radeon 780M in my laptop. Here is the tiered stack I actually run, with the local layer in detail because that is the unusual part, and the cloud layer kept brief because the pricing is on the vendors’ own pages and will be wrong by autumn.