// TODO: I’m martinuke0

Welcome to my corner of the internet. This website is a personal blog which I use as a platform to document my learning journey and showcase it for the world to see.
A diagram of a paged attention block table

Build a vLLM-Style PagedAttention Inference Engine in Pure Python

Learn to implement a lightweight paged attention inference engine in Python, showcasing real systems skills for hiring managers.

November 5, 2026 · 8 min · 1700 words · martinuke0
Speculative decoding engine diagram

Hands‑On Speculative Decoding Engine in Pure Python

A hands‑on guide to building a speculative decoding engine in pure Python, demonstrating system‑level engineering skills and producing runnable code for your portfolio.

November 5, 2026 · 7 min · 1443 words · martinuke0
Python code on a laptop screen with GGUF icons

Pure‑Python GGUF Weight Loader and Tensor Decoder: A Hands‑On CV Side Project

A step‑by‑step guide to creating a pure‑Python GGUF weight loader and tensor decoder, complete with runnable code, quantized type support, and multi‑tensor metadata – perfect for a CV‑boosting side project.

November 5, 2026 · 7 min · 1460 words · martinuke0
Dynamic temperature scheduler concept

Dynamic Temperature Scheduler for LLM Sampling

A hands‑on guide to a token‑level temperature scheduler that reacts to entropy and applies top‑k/top‑p filtering, perfect for showcasing systems expertise.

November 5, 2026 · 7 min · 1314 words · martinuke0
A Python script visualising token generation and speculative decoding

Build a Medusa Speculative Decoding Engine in Pure Python

Learn how to construct a Medusa‑style speculative decoding engine in pure Python, from architecture to testing, and how the project signals production‑grade systems skills to hiring managers.

November 4, 2026 · 8 min · 1627 words · martinuke0
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