Need
What this desk is for.
A cluster claim with no GPU, batch, or seq.
Tools · Operations · 20 of 37
Cluster bubble sandbox
You set GPU count, batch, seq. Labeled simulated.
How
What runs in this tab.
You set GPU count, batch, seq. Labeled simulated.
Role analog: AI Infrastructure Engineer · 2026 US year-1 replacement $284,900 (market, not payroll). Kernel runs here. This tab stays local. Not zg, not SignalR, not Copilot, not tiktoken. Lite profile hides this canvas from default nav. Deep-link is calculator-only, not a 404. Device none.
Desks that sit this analog: AI Infrastructure Engineer. Unique pain, not a shared slogan.
Calculator-only. Device none. Lite profile hides this canvas from default nav. Deep-link is not a 404. This host does not start CUDA.
0.80L = λW
20%Util / GPU
headroomSketch
4Devices
Simulated. Throughput is your number. Not NVLink telemetry.
Operations cluster