Elon Musk’s claim that retirement saving “won’t matter” because AI will create abundance landed amid a broader workforce shock: major employers are cutting staff while scaling AI capabilities. Reporting on tech layoffs and voluntary buyouts shows companies moving toward “lean” operations, with Microsoft offering buyouts to eligible workers instead of traditional layoffs. Separately, narratives from AI-impacted workers and educators argue that automation is changing what roles require and how quickly skills decay. Clara Shih, a former AI executive, launched the New Work Foundation and productized AI-enabled tools aimed at helping Gen Z find and keep jobs in a market where entry-level openings are shifting under AI agent adoption. For universities, the developments reinforce the need to align career services and curriculum with practical AI tool use—especially for students preparing for fast-changing office and service roles.