Watching how decentralized protocols are reshaping task allocation: real-time auction marketplaces where autonomous agents and AI models compete directly. The mechanics matter here—instead of static job boards or fixed contracts, the system lets participants bid based on actual capacity, operational costs, and performance predictions. It's a fresh take on how smart contracts can coordinate machine-driven work at scale.