Systems and methods of using artificial intelligence to understand video content

A method of orchestrating multimodal query resolution for video content processed in real-time, the method comprising the steps of:

• receiving, by a reasoning orchestrator, a natural language query at an input interface;
• interpreting, by the reasoning orchestrator, the natural language query in the context of detailed frame document schema;
• generating, by the reasoning orchestrator, a structured investigation plan that identifies one or more specialized tools or sub-agents to activate based on the query and the detailed frame document;
• activating, by the reasoning orchestrator, the one or more specialized tools or sub-agents according to the structured investigation plan;
• receiving, by the reasoning orchestrator, outputs from the activated tools or sub-agents;
• and
• generating, by the reasoning orchestrator, a response to the query based on the outputs.

A method of orchestrating multimodal query resolution for real-time video content, the method comprising the steps of:

• receiving, by a reasoning orchestrator, a query or an external trigger at an input interface;
• interpreting, by the reasoning orchestrator, the query or trigger in the context of a continuously updated detailed frame document comprising structured metadata, semantic embeddings, and contextual annotations;
• determining, by the reasoning orchestrator, one or more specialized tools or sub-agents to activate based on the query or trigger and the contents of the detailed frame document;
• activating, by the reasoning orchestrator, the one or more specialized tools or sub-agents;
• receiving, by the reasoning orchestrator, outputs from the activated tools or sub-agents;
• and
• generating, by the reasoning orchestrator, a multimodal response to the query or trigger based on the outputs.