Llama-3-70B

A developer detailed how open-source AI agents can run efficiently on consumer hardware such as NVIDIA RTX 4090 and RTX 3060 GPUs, challenging the assumption that large language models require data-ce…

A 180-line roofline model built by an independent developer shows speculative decoding on Llama-3-70B collapses at batch 224, turning a 1.92x speedup into a 0.74x slowdown by batch 512, while the same…

TurboPrefill introduces intra-prompt pipeline scheduling for multi-GPU prefill, achieving up to 2.7× faster performance than llama.cpp on Llama-3-70B by overlapping GPU stage execution. The PoC shows …