Claude Code skips the multi-agent circus. One main loop. At most, one fork in the road. Everything runs through a flat message history, tracked by a tidy little to-do list.
Over half its LLM calls? Outsourced to lighter, cheaper models like claude-3-5-haiku. Smart split: heavyweight reasoning when you need it, low-cost helpers when you don't.