The biggest lesson from both vibe coding and outcome-oriented work is that technology changes faster than culture.

With reported 3x speed gains and limited degradation in output quality, the method targets one of the biggest pain points in production AI systems: latency at scale.

My team and I put the best laptops for engineering students to the test. These are our 7 top-performing laptops and mobile workstations powerful enough to breeze through CAD workflows, large-scale ...