3-Part Series: LLM Latency in Production (Part 1) (opens in new tab)

Last Updated on June 3, 2026 by Editorial Team Author(s): Mehedi Hasan Originally published on Towards AI. 3-Part Series: LLM Latency in Production (Part 1) Originally published at Part 1 — Model-Level Speed: Make the Model Fast on the GPU If you’re shipping LLMs to production, your first performance bottleneck isn’t serving logic or network overhead-it’s the raw arithmetic happening inside the GPU. Most teams waste weeks tuning their batching logic before realizing their model baseline is 3–...