: High-level patterns arise from simple, decentralized interactions rather than top-down commands.
is a 2001 nonfiction book by Steven Johnson that explores how complex systems develop intelligence without a central leader. It argues that "bottom-up" systems—where simple agents follow basic local rules—can create sophisticated, adaptive global behaviors. Core Concepts Emergence : the connected lives of ants, brains...
current examples of artificial emergence in modern AI and social networks. : High-level patterns arise from simple
: Decentralized systems rely on arbitrary interactions to "sample" and alter their overall state. Emergence : the connected lives of ants, brains...
Johnson identifies five rules for building a system that learns from the ground up:
: Swarm logic works when agents interact with what is immediately around them. Key Examples
specific sections of the book (like the "Street Level" analysis of urban development).