Residents report issues over Telegram or email like they always would; an AI agent turns each message into a real ticket and carries it through vendor assignment, updates, and two-signoff invoice approval — no new tool for anyone to learn.
A single Python score says little about the languages teams actually ship. We benchmarked Falcon-H1-34B-Instruct across six languages on an on-prem DGX Spark to see what a careful, multi-language evaluation reveals.
We ran Falcon-H1-34B-Instruct through a contamination-resistant math benchmark on a single on-prem DGX Spark — and found that how you measure a model can matter as much as the model itself.
Throw away Docker for an afternoon and assemble a container by hand — btrfs snapshots, network namespaces, NAT, cgroups, and chroot — to see that a container is just an ordinary Linux process that’s been lied to about the world.
