The future of technical careers isn’t about learning more tools

— it’s about learning to solve harder problems. Today at 12 PM, I’m hosting a Career Talk on a theme that keeps coming up in AI, data, and engineering circles: the ladder is broken. The linear path we were all taught no longer reflects how careers grow in an AI-driven world. To make this real, I’ll be using a story from our recent energy plant training: A simple ML model worked perfectly in early tests… until real plant conditions changed. Drift appeared. Sensor behaviour shifted. Suddenly, accuracy collapsed. That moment captures the new career reality. Static skills stop working in dynamic environments.