Towards a science of scaling agent systems: When and why agent systems work

"our research suggests that smarter models don't replace the need for multi-agent systems, they accelerate it, but only when the architecture is right" --> "We first formalize a definition for agentic evaluation and characterize scaling laws as the interplay between agent quantity, coordination structure, model capability, and task properties."