A dashboard showing user safety metrics

Building a User Safety Service for Your Portfolio

Build a production-style user safety API in Python that validates profiles, enforces policies, and scales.

October 12, 2026 · 5 min · 1001 words · martinuke0
User safety service architecture diagram

Building a User Safety Service: A Portfolio Project for Systems Engineers

A step‑by‑step guide to building a user safety microservice that demonstrates rate limiting, content filtering, and audit logging for hiring managers.

October 6, 2026 · 6 min · 1167 words · martinuke0
A code editor displaying a safety filtering service pipeline with architecture diagram annotations

User Safety: safe — A Hands-On Build Guide for Your Portfolio

A complete build guide for ‘safe’ — a user safety filtering service that demonstrates systems engineering depth, from API design to extensibility, with real runnable code and a clear roadmap to production.

September 23, 2026 · 15 min · 3010 words · martinuke0
A code editor showing an inference pipeline architecture diagram with arrows connecting model loader, request queue, and API server components.

Build a Production-Grade Inference Pipeline: A Hands-On CV Project

A step-by-step guide to building a real-time ML inference service with async processing, request batching, and observability — designed to demonstrate production systems engineering on your CV.

September 22, 2026 · 14 min · 2928 words · martinuke0
A dashboard showing a RAG system answering questions

Build an End-to-End RAG System for Your Portfolio

Learn to build a production-style RAG pipeline that demonstrates end-to-end systems engineering, from data ingestion to API serving.

September 16, 2026 · 6 min · 1075 words · martinuke0
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