I Automated Hiring Like a Pipeline — and Stopped Wasting Time on Screening

Initial candidate screening is the most soul-crushing part of hiring. If you're a tech lead or engineering manager, you know the ritual: the same "tell me about yourself" repeated ten times a week, and in eight out of ten cases, it's obvious within five minutes that the person isn't a fit. I approached this as a pipeline optimization problem. If you have a repetitive process with predictable inputs and known filtering criteria — you automate it. Here's how I did it. The Problem: Standard Questions Don't Generate Signal Most screening questions are theater. Candidates prepare for them in advance, the answers are rehearsed, and you get a demo version of the person rather than the real thing. You need questions that are harder to "solve" through preparation. Ideally — questions where there's no right answer, you can Google. The Architecture of Questions That Generate Real Signal Here are five types that give you genuine insight into soft skills: Type 1: Projective Questions — Bypass the D