Introduction: From Intuition to AlgorithmIn an era where algorithms evolve faster than curricula, every knowledge worker faces a pressing existential question: Am I becoming obsolete? While this anxiety often feels abstract and overwhelming, it stems from tangible shifts in productivity. Just as mastering a new framework is quickly overshadowed by AI-assisted alternatives, the gap between human output and machine-augmented output widens daily. The core challenge lies not just in whether AI can perform tasks, but how to quantify the economic ...