20:03
2026-09-16
dev.to
large-language-models
A 4 GB Laptop GPU Beats a 12-Core CPU by 4.3x on Gemma 4
A developer benchmarked llama.cpp serving Google's Gemma 4 E2B Q4_0 GGUF on a single laptop, comparing CPU-only inference against the machine's 4 GB GTX 1650 Ti Max-Q, with the two arms differing onlyβ¦