Keep control under load.

VDI operators, workstation fleets, and consumers

Rubian research measures interactive response beside throughput and tail latency under load. Project Valux results require new matched runs.

The current result measures wakeup latency.

One checkpoint measured interactive wakeup, workload wakeup, and useful throughput under a defined condition.

Interactive wakeup improved 94.388%.

The dedicated interactive condition woke faster in this checkpoint.

The tradeoff stayed visible.

Workload wakeup worsened 25.742% while useful throughput changed by -0.157%.

Broader claims need direct human-input tests.

Mouse, keyboard, audio, frame timing, workload completion, and tail latency must be measured before broad product language is used.

Working through a hardware or runtime decision? Explore compute evaluations