Illustration of a secure shield surrounding a digital interface

User Safety: Safe-by-Design Patterns for Production Systems

A practical guide to building systems that protect users through design, not afterthought.

October 8, 2026 · 7 min · 1465 words · martinuke0
Illustration of a secure lock protecting user data in a digital interface

User Safety in Production Systems: Authentication, Authorization, and Data Privacy

Users trust your platform with their data and identity. This post outlines concrete architecture patterns and production practices to keep that trust intact.

October 4, 2026 · 6 min · 1219 words · martinuke0
Illustration of a router directing traffic to expert modules.

Hands‑On Build Guide: Minimal Mixture‑of‑Experts Router with Softmax Gating in Python

A step‑by‑step guide to building a minimal Mixture‑of‑Experts router in pure Python, complete with runnable code, testing, and production‑level extension ideas.

October 4, 2026 · 7 min · 1483 words · martinuke0
Dashboard interface displaying user safety incident reports and analytics

User Safety: safe – A Hands-On Build Guide for a Portfolio CV Project

A practical, end-to-end guide to building a user safety tracking system that signals real backend and systems engineering skills to hiring managers.

September 28, 2026 · 8 min · 1631 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
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