// 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.
GGUF Parser and Dequantizer: A Hands‑On Portfolio Project
A step‑by‑step guide to parsing and dequantizing GGUF model files in pure Python, turning a niche tech skill into a tangible portfolio project.
Architecting Change Data Capture Pipelines with Debezium: From Postgres WAL to Kafka Topics
From PostgreSQL write-ahead logs to Kafka topics: how to build reliable, schema-aware CDC pipelines with Debezium.
Hands‑On Build Guide: FlashAttention‑Style Tiled Attention Kernel in Pure NumPy
A step‑by‑step NumPy implementation of tiled online softmax attention, mirroring FlashAttention’s memory‑efficiency, perfect for demonstrating systems‑level engineering in a portfolio.
Building a Pure‑Python RAG Pipeline with a Lightweight Transformer and KV‑Cached Attention
Learn how to construct a minimal, runnable RAG system in pure Python, from embeddings to retrieval‑augmented generation, and add a standout project to your CV.
Building a SentencePiece-Style Unigram Tokenizer in Pure Python
A practical guide to implementing a unigram tokenizer with EM training and Viterbi segmentation, demonstrating systems engineering skills for your portfolio.