Damaso Sanoja

Damaso Sanoja is an engineer who is passionate about helping others make data-driven decisions to achieve their goals. This has motivated him to write numerous articles on the most popular relational databases, customer relationship management systems, enterprise resource planning systems, master data management tools, and, more recently, data warehouse systems used for machine learning and AI projects.

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June 4, 2026

LLM Inference from First Principles: Tokenization, KV Cache, and Serving at Scale

Trace an LLM request from tokenization through the KV cache to a live vLLM endpoint, with each concept tied to a config decision you can make today.

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