A shield protecting a user icon

User Safety: Building Safe Systems in Production

Designing safe user systems requires a blend of architecture decisions, production patterns, and a safety-first mindset that protects users from harm.

October 22, 2026 · 6 min · 1117 words · martinuke0
Python code terminal representing a paged attention engine

Hands-on Guide: Building a vLLM‑style Paged Attention Engine in Pure Python

A hands‑on pure‑Python implementation of vLLM‑style paged attention with LRU block eviction, perfect for demonstrating systems engineering chops on a CV.

October 22, 2026 · 10 min · 2109 words · martinuke0
User safety service interface with policy icons

Hands‑On Guide: Building a User Safety Service for Your CV

A hands‑on guide to building a policy‑driven User Safety service with FastAPI and OPA, perfect for a portfolio that signals real‑world engineering skill.

October 22, 2026 · 6 min · 1077 words · martinuke0
Diagram of tiled self-attention computation

Building a FlashAttention-Style Tiled Self-Attention Block in Pure NumPy

Implement a FlashAttention‑style tiled self‑attention block with online softmax in pure NumPy, demonstrating systems engineering proficiency.

October 22, 2026 · 6 min · 1262 words · martinuke0
A layered graph representing hierarchical navigable small world structure

Build a Mini HNSW Vector Index from Scratch in Python

Implement a compact HNSW index from scratch, demonstrating real systems skills for portfolio projects.

October 22, 2026 · 7 min · 1337 words · martinuke0
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