The application discloses a general
artificial intelligence knowledge infrastructure and a multi-
modal knowledge processing method, and belongs to the field of
artificial intelligence software systems. In view of the problems of existing multi-
modal data semantic fragmentation, fragile knowledge storage format and static and rigid
knowledge graph, the application provides a full-stack solution through a four-layer
software architecture: a virtual unified knowledge
bus (V-UKB) realizes automatic discovery and
millisecond to
microsecond time synchronization of multi-
modal devices; a multi-modal knowledge
record format (MKRF) realizes atomic-
level fusion of
perception data and semantic knowledge, and forms self-description, cross-platform and traceable knowledge units; and a Qian Kun knowledge core realizes neural-symbol
hybrid reasoning and dynamic evolution of knowledge. All technical solutions of the application are realized based on general computing devices and
open source technologies, do not require special hardware support, and can be widely applied to scenes such as intelligent libraries, long-term archives, cross-modal intelligent retrieval,
distributed knowledge services and the like.