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 diagram of the safe. pipeline architecture showing content flowing through classifier services

Building 'safe.': A User Safety Pipeline That Signals Real Systems Skill

A hands-on guide to building ‘safe.’, a real-time content safety pipeline in Go. This project signals systems engineering, concurrency, and ML integration skills — exactly what hiring managers look for in senior roles.

September 14, 2026 · 14 min · 2853 words · martinuke0
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