What Good Looks Like in AI Hiring: Portfolios, How to Assess GitHub, papers, demos, and case studies
Traditional AI resumes lie. This guide teaches you to evaluate GitHub projects, research papers, demos, and case studies so you can spot strong engineers and researchers. Learn what to look for, what to ignore, and how to weight each signal by role, without a PhD.

nahc.io team
April 2, 2026
