// 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 Build Guide: Pure‑Python GGUF Loader for CV & Portfolio Projects
A minimal, dependency‑light loader for GGUF model files that extracts tensors as NumPy arrays, ready to showcase on a developer CV.
Build a Pure‑Python HNSW Index for Your Portfolio
Implement an HNSW index in pure Python, test it, and extend it toward production vector search.
Build a Production-Ready Portfolio API: A Hands-On Guide
A step‑by‑step guide to building a production‑grade portfolio API with FastAPI, PostgreSQL, Docker, and CI/CD, demonstrating systems engineering skills.
Building a HNSW Vector Index with BM25 Hybrid Retrieval and RRF in Pure Python
Learn how to construct a fast, scalable vector search index from scratch and combine it with BM25 for hybrid relevance, all in pure Python – perfect for demonstrating systems engineering chops on a CV.
Hands-On Build Guide: Paged Attention KV-Cache with Sliding-Window Eviction in Pure Python
A step‑by‑step guide to implementing a paged attention KV‑cache in pure Python, complete with runnable code and production‑ready extensions.