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cs.LG2026
Green MLOps: Closed-Loop, Energy-Aware Inference with NVIDIA Triton, FastAPI, and Bio-Inspired Thresholding
Mustapha Hamdi, Mourad Jabou
Energy efficiency is a first-order concern in AI deployment, as long-running inference can exceed training in cumulative carbon impact. We propose a bio-inspired framework that map…
cs.LG2025
StructuredDNA: A Bio-Physical Framework for Energy-Aware Transformer Routing
Mustapha Hamdi
The rapid scaling of large computational models has led to a critical increase in energy and compute costs. Inspired by biological systems where structure and function emerge from…