Storing entries in and retrieving information from an embedding object memory

A method for retrieving information from an embedding object memory, the method comprising:

• receiving an input embedding, wherein the input embedding is generated by a machine-learning model;
• retrieving a plurality of collections of stored semantic embeddings, from the embedding object memory, based on the input embedding, wherein the plurality of collections of stored semantic embeddings each correspond to respective content data;
• retrieving a subset of semantic embeddings from at least one of the plurality of collections of stored semantic embeddings based on a similarity to the input embedding;
• determining, based on the subset of semantic embeddings and the input embedding, an action;
• and
• providing the action as an output.

A method for inserting entries into and retrieving information from an embedding object memory, the method comprising:

• receiving a content item, the content item having one or more content data;
• providing one of the content data associated with the content item to one or more semantic embedding models, wherein the one or more semantic embedding models generate one or more semantic embeddings;
• receiving, from one or more of the semantic embedding models, one or more semantic embeddings, wherein a collection of semantic embeddings is associated with a first semantic embedding model of the one or more semantic embedding models, and wherein the collection of semantic embeddings comprises a first semantic embedding generated by the first semantic embedding model for at least one content data from the respective content item;
• inserting the one or more semantic embeddings into the embedding object memory, wherein the embedding object memory stores one or more semantic embeddings from the collection of semantic embeddings, and wherein the one or more semantic embeddings are associated with a respective indication corresponding to a reference to source data associated with the one or more semantic embeddings;
• receiving an input embedding;
• retrieving a plurality of collections of stored semantic embeddings, from the semantic object memory, based on the input embedding;
• retrieving a subset of semantic embeddings from at least one of the plurality of collections of stored semantic embeddings based on a similarity to the input embedding;
• and
• providing the subset of semantic embeddings as an output.