behemoth-gpu-nicenessRun and share the niceness counter for the shared behemoth GPU box - a sampler that records, every minute, which user holds which GPU, and a read-only page behind service-hub that ranks users by the GPU-hours they used, with each one's share of all GPU time, over 24 h, 7 d, 30 d or everything kept.
progress-updatesMake a long-running task measurable and report it when something changes - file transfers (rsync, scp, cloud copies), downloads, single training or evaluation runs, builds, or any background command expected to take more than a few minutes. Use when such a task is started or is already running and b
project-initTag a new or existing project with its categories in .project.toml and generate each host's per-project plugin enablement from it, so domain plugins such as research load only in the projects that use them. Use when the user asks to set up, initialize, tag, or categorize a project, to make a repo a
service-hubRun one web entry point per machine that lists every hosted web service on a landing page and serves each at http://host:port/service/ through a token-gated reverse proxy, so the backends listen on loopback only. Use when the user wants to put dashboards, viewers or other web apps behind one port or
token-usageRun the token-usage page - an indexer that reads the session logs the coding agents (Claude Code, omp, Codex, including the ones Orca launches) already write on this machine and, over ssh, on the rest of the fleet, and a read-only page behind service-hub that charts every model call like a stock - t