The invention discloses a multi-
modal large-model multi-agent collaborative scheduling and
distribution method, and relates to the technical field of agent deploying.The method comprises the steps that a complex task input by a user is received, the complex task is disassembled into atomic-scale subtasks, and a task
decomposition graph is generated; establishing an
intelligent agent capability evaluation model, and obtaining a comprehensive capability
score of each
intelligent agent according to the capability behavior of each
intelligent agent in the candidate intelligent agent set; the intelligent agent set generation module is used for dynamically matching and distributing roles through a
decision function according to subtask types and intelligent agent comprehensive capability scores, and generating a candidate intelligent agent set; and according to the task
decomposition graph and the comprehensive capability
score of each agent, constructing a task-agent
ant colony
allocation algorithm, and solving an allocation scheme. The problems that an existing multi-agent
system lacks a dynamic role adjustment mechanism, flexible cooperation cannot be achieved according to task progress and agent states, and the efficient and flexible task
processing requirement of a multi-mode
large model application development platform is difficult to meet are solved.