// 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.
Pure‑Python LoRA Adapter: A Portfolio Project for Systems Engineers
A hands‑on guide to implementing a pure‑Python LoRA adapter and fine‑tuning pipeline, ideal for building a portfolio project that signals real systems expertise.
From‑Scratch GGUF and safetensors Binary Weight Loader with Memory‑Mapped Q4_0 Dequantization in Pure Python
A minimal pure‑Python loader that memory‑maps Q4_0 quantized weights from GGUF and safetensors files, ready for inference or further processing.
Building a KV-Cache Eviction Policy Engine: H2O, SnapKV, and PyramidInfer in Pure Python
Build a KV-cache eviction engine from scratch, implementing H2O, SnapKV, and PyramidInfer to showcase systems skills.
Hands-On Build Guide: PagedAttention KV Cache Manager with Continuous Batching in Pure Python
A step‑by‑step guide and runnable code for a paged‑attention KV cache manager with continuous batching, perfect for demonstrating systems skills on a CV.
Building a Byte-Pair Encoding Tokenizer with Learned Merge Priorities and Vocabulary Pruning in Pure Python
A hands‑on guide to building a byte‑pair encoding tokenizer with learned merge priorities and vocabulary pruning in pure Python, perfect for showcasing systems expertise.