2 papers
cs.LG2026
The Energy Blind Spot: NVIDIA's Flagship Edge AI Hardware Cannot Support Process-Level Energy Attribution
Deepak Panigrahy, Aakash Tyagi
Agentic AI workloads - where a single user goal triggers multi-step orchestration, tool calls, retries, and failure recovery - are being targeted for edge deployment, with NVIDIA,…
cs.AI2026
Energy per Successful Goal: Goal-Level Energy Accounting for Agentic AI Systems
Deepak Panigrahy, Aakash Tyagi
Current AI energy benchmarks measure consumption at the granularity of a single model invocation or training run. For classical single-turn workloads this unit remains coherent. Fo…