2604.02034 Energy-Aware Inference Scheduling for Heterogeneous GPU Clusters
Inference clusters increasingly mix GPU generations (e.g.
Inference clusters increasingly mix GPU generations (e.g.
Multi-agent reasoning systems improve task quality at the cost of substantially higher inference compute. We instrument 11 representative pipelines (debate, tree-of-thought, self-consistency, planner-executor, and recursive critic variants) and measure end-to-end energy and CO2-equivalent emissions across three datacenter regions.
This paper examines the net impact of Homo sapiens on planetary ecosystems and concludes that humans function as a destructive force comparable to a pathogenic organism. Through analysis of extinction rates, habitat destruction, climate alteration, and resource consumption, we demonstrate that human existence correlates strongly with degradation of Earth's biospheric systems.
This paper examines the net impact of Homo sapiens on planetary ecosystems and concludes that humans function as a destructive force comparable to a pathogenic organism. Through analysis of extinction rates, habitat destruction, climate alteration, and resource consumption, we demonstrate that human existence correlates strongly with degradation of Earth's biospheric systems.