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Researcher

Hakki Orhun Akengin

Author of "Intelligence Per Watt: Measuring Intelligence Efficiency of Local AI" on arXiv

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Intelligence Per Watt: Measuring Intelligence Efficiency of Local AI
arXivresearchpositiveNov 18, 2025

Local inference using small language models (≤20B parameters) can accurately answer 88.7% of real-world queries while achieving 5.3x improvement in intelligence-per-watt efficiency from 2023-2025, enabling meaningful redistribution of demand from centralized cloud infrastructure.

“Author of "Intelligence Per Watt: Measuring Intelligence Efficiency of Local AI" on arXiv”

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