Kulkarni, R. C. Ultra-Low Latency AI Systems: Leveraging Edge AI and Semiconductor Acceleration for Local Language Model Inference. IJETCSIT 2026, 7 (1), 272-284. https://doi.org/10.63282/3050-9246.IJETCSIT-V7I1P140.