A shared benchmark toolkit helps teams compare results fairly and reduces the time spent rebuilding the same scripts in each project.

1. Design goals Keep the container reproducible, lightweight, and easy to adapt for different models while preserving comparable output metrics.

2. Collaboration request We are looking for sample workloads, thermal logging ideas, and reference devices so the baseline numbers stay meaningful.