Building a User Safety Service: A Portfolio Project for Aspiring Engineers
Learn to build a user safety service that demonstrates systems engineering, API design, and testing for hiring managers.
Content-Moderation
User Safety: Designing Safe Systems for Real-World Users
User safety is not a checkbox but an engineering discipline. Learn how to architect safe systems using event-driven pipelines, defense-in-depth, and observability.
Building 'safe': A User Safety Engine That Signals Real Systems Skill
A hands-on guide to building ‘safe,’ a user safety engine that demonstrates middleware architecture, ML classification, rate limiting, and observability — the kind of systems project that separates junior candidates from senior-level ones.
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.
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.