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
A conceptual diagram of a user safety pipeline with input validation, classification, rule engine, and alerting stages.

User Safety: safe — A Hands-On Build Guide for a Portfolio-Worthy Systems Project

A hands-on guide to building ‘safe’, a real-time user safety engine that classifies content, applies configurable rules, and flags violations — demonstrating systems architecture, ML integration, and production-grade engineering.

September 14, 2026 · 12 min · 2401 words · martinuke0
A visual representation of a user safety scoring pipeline processing content through multiple detection layers.

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

A complete build guide for a User Safety scoring engine — covering architecture, step-by-step implementation with real code, testing strategies, and a senior-level extension roadmap.

September 11, 2026 · 11 min · 2219 words · martinuke0
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