This weekly AI recap highlights the shift from token subsidies to a "token shortage era," driving companies like Uber and Walmart to cap usage. The episode covers market responses such as Factory’s model routing and Perplexity’s hybrid inference, alongside Codex’s new Sites feature. It also addresses rising policy debates on government ownership of AI labs and emphasizes the urgent need for enterprise training and system building to manage costs.