// 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.
Hands-On: Building a Minimal Speculative Decoding Inference Engine in Pure Python
A practical, runnable Python implementation of speculative decoding using a draft model and verification head, perfect for CV signals.
Build a Flash‑Attention Tiled Self‑Attention Block from Scratch in Pure NumPy
Implement a memory‑efficient tiled self‑attention block in NumPy, benchmark it, and extend it with persistence and scaling – a concrete portfolio project that signals deep systems knowledge.
Build a Minimal Portfolio Product from Scratch
A step‑by‑step guide to building a minimal, deployable portfolio product that showcases real‑world engineering skills.
Building a Paged Attention Engine from Scratch in Python
A practical, step-by-step tutorial to build a paged attention engine from scratch, complete with variable-size KV blocks, ghost-eviction, and runnable Python code.
Temperature-Aware Top-P Nucleus Sampler with Top-K Fallback in Pure Python
A practical guide to implementing a temperature-aware nucleus sampler with top-k fallback, showcasing real systems engineering competencies.