Research Notes -- 003 entries · updated 2026.06

Notes on building intelligent systems.

Illustrated essays on large language models, ML efficiency, deep neural networks and state-space models.

Featured · Large Language Model · NLP · Inference

LLM Inference in Production: A Survey of the Serving Stack in 2026

A survey of the tools, runtimes, and serving stacks available for deploying PyTorch models: from simple classifiers to frontier LLMs.

More from the Archive Idx / 002

How to deploy Transformers in Production with Pytorch and Triton Inference Server

Optimization techniques for deploying PyTorch models in a production setting to achieve low latency.

Large Language Model · NLP · Triton · Pytorch
Oct 03, 2024
5 min

How to Rag like a boss

A minimalist approach to always Ace Retrieval Augmented Generation problems.

RAG · code · system design
Sep 16, 2024
2 min