#LLM

This report examines the hardware reality of NVLink versus PCIe, dissects every major parallelism technique under PCIe‑only constraints, quantifies the viability of quantization on a 96 GB card, and provides clear, scenario‑specific guidance.

Google Research introduced speculative decoding, a technique that can reduce inference times by 2-4x without compromising output quality. This blog post explores how it works, why it matters, and how you can use it today.