Python code on a GPU dashboard

A Pure‑Python Continuous‑Batching Inference Engine for LLM Requests

A hands‑on guide to building a pure‑Python continuous‑batching inference engine that packs variable‑length LLM requests into GPU‑friendly batches with adaptive timeout and priority scheduling.

October 1, 2026 · 9 min · 1895 words · martinuke0
Dragonfly cache engine architecture diagram

Inside Dragonfly: Building a Multi-Threaded Redis-Compatible Cache Engine

Dragonfly reimagines Redis as a multi-threaded cache engine, combining full protocol compatibility with scalable performance for high-throughput applications.

September 30, 2026 · 4 min · 769 words · martinuke0
A circuit board with glowing data streams

Building a GGUF Tensor Dequantizer and Lazy Loader

Learn to build a memory‑efficient GGUF weight loader that dequantizes tensors on the fly, ideal for low‑resource inference.

September 30, 2026 · 7 min · 1345 words · martinuke0
Illustration of a tokenizer pipeline

Build a Unigram Language Model Tokenizer from Scratch in Pure Python

This tutorial walks you through implementing a unigram language model tokenizer with EM training and subword regularization in pure Python. It showcases the algorithmic and systems skills that hiring managers look for.

September 29, 2026 · 6 min · 1118 words · martinuke0
Streaming KV cache architecture diagram

Streaming KV Cache with Attention Sinks for Infinite Context in Pure Python

Learn to implement a streaming KV cache with attention sinks in Python, enabling infinite context for large language models.

September 29, 2026 · 6 min · 1222 words · martinuke0
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