Physics‑based adaptation slashes edge LLM energy

QEIL v2 revolutionizes edge-LLM energy efficiency by replacing static heuristics with a physics-derived energy model and simulated annealing. This system dramatically cuts inference energy by adapting resource allocation based on semiconductor physics, achieving significant performance improvements.