// 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.
User Safety: safe
Learn concrete steps to design and implement robust user safety measures across your applications. This guide shows how to embed safety into architecture, threat modeling, and operational practices.
A Hands-On Build Guide: Pure-Python From-Scratch LLM Decoding Engine
A step‑by‑step guide to building a pure‑Python LLM decoding engine from scratch, complete with runnable code, temperature, top‑k, top‑p, and typical sampling, perfect for a CV.
Build a Pure‑Python BPE Tokenizer for Your Portfolio CV
A hands‑on tutorial creating a from‑scratch BPE tokenizer in pure Python, ready to showcase on a CV.
Dynamic Prompt Compression System with Learned Importance Scores
A hands‑on guide to building a from‑scratch prompt compression system that learns token importance and truncates context for fixed‑size LLM windows.
Implementing Work-Stealing Runtimes: Building a Lock-Free Scheduler from Scratch
A deep dive into lock-free work-stealing schedulers, covering the theory, architecture, and a minimal implementation in Rust.