OpenClaw gained attention as a personal AI assistant and spurred vendors to build safer bots, while multi-agent tools such as Anthropic's Claude Code and Claude Cowork, OpenAI's Codex, and Google DeepMind's Co-Scientist enabled coordinated teams of agents to handle complex coding, research, and office workflows.