// 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.
Minimal LoRA Fine-Tuning and Adapter Inference Engine in Pure Python
Build a compact LoRA engine from scratch, demonstrating systems skills that catch hiring managers’ eyes.
From‑Scratch Paged Attention Engine: LRU KV‑Cache Eviction and GPU‑Free Sliding‑Window Simulation in Python
Build a from‑scratch paged attention engine in pure Python, complete with LRU‑based KV‑cache eviction and GPU‑free sliding‑window simulation. Great for demonstrating systems‑level ML engineering skill.
Mastering Low-Latency Video Streaming with WebRTC and Janus: A Production Guide
Learn how to combine WebRTC’s real‑time transport with Janus’s plugin architecture to deliver sub‑second video latency at scale.
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.