Swarm exists to make AI work more useful per unit of compute, attention, and time.
Agent workloads are growing quickly. More agents, longer contexts, and more parallel work will demand more compute, but simply scaling infrastructure is not a complete answer. Repeated context, duplicated attempts, idle coordination, and work that loses its history all consume resources without creating better outcomes.
Our long-term work is to reduce that waste. The benefit should reach everyone involved: people get more useful work from the resources they can afford, and AI systems get a more coherent environment in which to reason, act, and improve.