Where Does the Energy Go? Profiling LLM Agent Inference on Blackwell GPUs

Qi Luo, Kunlin Li, Ziwen Wang +1

LLM agents that iteratively reason, plan, and invoke tools create workload profiles fundamentally different from single-pass inference, yet how their energy consumption is distribu…