Released last month, Google’s AI and Economy ATLAS sorts 14.6 million Gemini conversations into jobs and associated tasks. ATLAS shows how AI use concentrates in cognitive work, and, within it, skews toward the nonspecialist end. The typical job behind a Gemini work conversation pays about $83,000. This is how skill-biased technological change operates inside knowledge work and how it impairs developmental pathways for less experienced workers. A firm that assigns routine work to a model reduces its need for junior workers, capturing labor savings that flow immediately to the bottom line.