“Anthropic's January 2026 guidance identifies three particularly strong reasons for multiple agents: context pollution, parallelizable work, and meaningful specialization.”
“Microsoft similarly recommends starting with a single-agent prototype unless there are concrete architectural reasons to separate responsibilities, such as security boundaries or independently managed domains.”