// 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.
Build a From-Scratch LLM Sampler: Temperature, Top-k/Top-p, and Multinomial Sampling vs. Hugging Face
A hands-on guide to building a from-scratch LLM sampler with temperature scaling, top-k/top-p warping, and multinomial sampling, benchmarked against Hugging Face. Includes runnable code and a roadmap to production.
Building User-Safe Systems: Architecture Patterns That Protect Real People
User safety isn’t a feature — it’s an architectural constraint. Learn the patterns production systems use to protect real people from real harm.
Hands-On Build Guide: Flash Attention Implementation from Scratch in NumPy
A step-by-step NumPy guide to implementing Flash Attention with tiled multi-head self-attention and causal masking, perfect for a portfolio CV.
Build a GGUF Parser with Memory-Mapped Quantized Tensor Loading in Pure Python
Build a production-grade GGUF parser from scratch in pure Python, featuring memory-mapped quantized tensor loading. Learn the format internals, write real dequantization kernels, and discover why this project stands out to hiring managers.
User Safety: Safe — A Portfolio Project That Signals Systems Skill
Build a user safety microservice in Go that validates content, enforces rate limits, and scales horizontally — a portfolio project proving you can ship real systems.