Practical AI · Thursday, October 1, 2026
Mingyu Liu envisions a future where complex tasks are handled by a multi-agent system of specialized AIs that collaborate. These agents, ranging from digital assistants to robots and drones, will have varying degrees of autonomy and will need to work together, emphasizing the importance of intelligence per dollar and specialized capabilities.
“So I think the world is going to be multi-agent. And also go back to my previous viewpoints. So in the end, the intelligence per dollar, matters.”
“So I think we are looking at a world with a multi-different specialized agent and they cannot work together and to complete certain tasks. And drone can be one of them.”
“Agent is somebody who has certain autonomy to behave. to complete tests on behalf of you, right? It requires that agent have some self-creation capability, right?”