Multimedia intelligence agent

A non-transitory computer-readable medium having stored thereon instructions for causing a processing circuitry to execute a process, the process comprising:

• embedding text of a request in order to create an embedding of the text of the request;
• comparing the embedding of the text of the request to at least a portion of each of a plurality of query structure examples during a comparison, wherein each query structure example of the plurality of query structure examples includes a natural language text portion and a structured query portion, wherein the structured query portion of each query structure example is structured according to a format used by a database, wherein the comparison includes comparing the embedding of the text of the request to a plurality of embeddings of the plurality of query structure examples, wherein the embedding of the at least a portion of each of the plurality of query structure examples is a reduced representation of the at least a portion of the query structure example;
• identifying at least one matching query structure example among the plurality of query structure examples based on the comparison;
• generating a first query based on the at least one matching query structure example and the text of the request;
• providing the first query to a language model in order to obtain a set of outputs from the language model;
• and
• querying at least a portion of the database using a second query, wherein the second query is based on the set of outputs from the language model, wherein the second query is structured according to the format used by the database, wherein the at least a portion of the database is queried by a first system, wherein a plurality of media content items is stored in a plurality of storages accessible to a plurality of second systems;
• causing transmission of at least a portion of at least one media content item among the plurality of media content items from the plurality of second systems to a third system, wherein the at least one media content item is determined based on the results of querying the at least a portion of the database using the second query performed by the first system, wherein causing the transmission of the at least a portion of the identified at least one media content item further includes sending a corresponding identifier for each of the at least one media content item to a respective second system of the plurality of second systems which is configured to access a respective storage among the plurality of storages in which the media content item is stored.

A system for structured querying, comprising:

• a processing circuitry;
• and
• a memory, the memory containing instructions that, when executed by the processing circuitry, configure the system to:
• embed text of a request in order to create an embedding of the text of the request;
• compare the embedding of the text of the request to at least a portion of each of a plurality of query structure examples during a comparison, wherein each query structure example of the plurality of query structure examples includes a natural language text portion and a structured query portion, wherein the structured query portion of each query structure example is structured according to a format used by a database, wherein the system is further configured to compare the embedding of the text of the request to a plurality of embeddings of the plurality of query structure examples, wherein the embedding of the at least a portion of each of the plurality of query structure examples is a reduced representation of the at least a portion of the query structure example;
• identify at least one matching query structure example among the plurality of query structure examples based on the comparison;
• generate a first query based on the at least one matching query structure example and the text of the request;
• provide the first query to a language model in order to obtain a set of outputs from the language model;
• and
• query at least a portion of the database using a second query, wherein the second query is based on the set of outputs from the language model, wherein the second query is structured according to the format used by the database, wherein the at least a portion of the database is queried by a first system, wherein a plurality of media content items is stored in a plurality of storages accessible to a plurality of second systems;
• cause transmission of at least a portion of at least one media content item among the plurality of media content items from the plurality of second systems to a third system, wherein the at least one media content item is determined based on the results of querying the at least a portion of the database using the second query performed by the first system, wherein causing the transmission of the at least a portion of the identified at least one media content item further includes sending a corresponding identifier for each of the at least one media content item to a respective second system of the plurality of second systems which is configured to access a respective storage among the plurality of storages in which the media content item is stored.