The 'safe' safety engine architecture diagram showing content flowing through a multi-stage middleware pipeline

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.

September 23, 2026 · 15 min · 3010 words · martinuke0
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