Interesting timing—as AI adoption accelerates across North America, Canadian publicly traded companies are positioned to capture meaningful upside through improved operational efficiency. The productivity tailwind isn't just hype; it's translating into real margin expansion and revenue growth potential. This mirrors what we're seeing in Web3 infrastructure plays, where efficiency gains compound quickly. Whether it's automation cutting costs or AI-driven insights unlocking new revenue streams, the economics are compelling. Worth watching how this macro trend plays out for both traditional markets and crypto-adjacent investments over the next 12-18 months.