Anthropic is the first frontier lab to back its warnings about AI-driven job losses with actual equity, and that's a bigger signal than another study or pledge. At its valuation, five percent is serious money — though the company-owned LLC structure means Anthropic keeps full control, so you can read this partly as reputation management ahead of a possible IPO. The plan to explore direct payments to at-risk workers is the genuinely novel part, an early corporate experiment in cushioning AI's labor shock. Musk's counter sounds generous but is a slogan, not a mechanism — handing SpaceX shares to children addresses none of the displacement problem. The real test is whether rivals now face the same question: if your models eat jobs, who funds the transition?