// 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 ColBERT‑Style Late‑Interaction Retriever in Pure Python
Learn how to construct a fast, vector‑less late‑interaction retriever and inverted index using only standard Python, and why it impresses hiring managers.
User Safety: Engineering Patterns for Building Trustworthy Systems
User safety isn’t a feature—it’s an architectural constraint. Here’s how leading engineering teams bake safety into their systems from day one.
From Scratch Decoding: Building a Pure-Python Sampler for Transformer Logits
A hands-on guide to building a pure-Python sampler for transformer logits, covering temperature scaling, top-k, top-p, and typical-p decoding from scratch.
Build an Attention Block from Scratch: A Portfolio Project for Systems Engineers
Learn to implement a transformer attention block from scratch in Python, package it as a service, and extend it with production-grade features.
Building a Self-Supervised Embedding Adapter for Arbitrary Vectors
Learn to build a self-supervised adapter that maps any embedding to a similarity-preserving space, with production-ready PyTorch code.