Hierarchical cascade architecture of semantic fingerprinting operations for agent routing

A computer-implemented method for routing inputs to autonomous artificial intelligence (AI) agents using respective semantic fingerprints, the method comprising:

• obtaining an output generation request comprising an input for generation of an output using one or more AI agents of a plurality of AI agents,
• wherein each AI agent is associated with a computer-executable operation set that is configured to be autonomously executed by the AI agent on a software application set in response to satisfaction of a condition set associated with the AI agent;
• generating a semantic feature set from the input by applying a neural network-based embedding model to a representation of the input;
• applying one or more sets of hash functions to the semantic feature set to generate one or more output sets,
• wherein each output set corresponds to a set of hash functions,
• wherein each set of hash functions operate within a different dimension of the semantic feature set;
• aggregating the one or more output sets to generate a composite vector that represents an input fingerprint;
• accessing, for each AI agent of the plurality of AI agents, an associated agent fingerprint that comprises an associated vector generated by applying the one or more sets of hash functions to a description of the computer-executable operation set associated with the AI agent;
• applying the input fingerprint to a series of probabilistic membership data structures each configured to probabilistically determine a similarity between the input fingerprint and each accessed agent fingerprint of the plurality of AI agents;
• selecting one or more AI agents from the plurality of AI agents to form a selected AI agent set,
• wherein a respective agent fingerprint of each selected AI agent satisfies a similarity threshold associated with the input fingerprint;
• and
• in response to forming the selected AI agent set, transmitting the input to one or more selected AI agents of the selected AI agent set to autonomously execute respective computer-executable operation sets of the one or more selected AI agents.

A system comprising:

• at least one hardware processor;
• and
• at least one non-transitory memory storing instructions, which, when executed by the at least one hardware processor, cause the system to:
• obtain an output generation request comprising a command set for generation of an output using one or more AI agents of a plurality of AI agents,
• wherein each AI agent is associated with a computer-executable operation set that is configured to be autonomously executed by the AI agent on a software application set in response to satisfaction of a condition set associated with the AI agent;
• generate a command fingerprint for the command set by:
• generating a semantic feature set from the command set by applying a neural network-based embedding model to a representation of the command set,
• applying one or more sets of hash functions to the semantic feature set to generate one or more output sets,
• wherein each output set corresponds to a set of hash functions,
• wherein each set of hash functions operate within a different dimension of the semantic feature set, and
• aggregating the one or more output sets to generate a composite vector that represents the command fingerprint;
• access, for each AI agent of the plurality of AI agents, an associated agent fingerprint that comprises an associated vector generated by applying the plurality of hash functions to a description of the computer-executable operation set associated with the AI agent;
• apply the command fingerprint to a series of probabilistic membership data structures each configured to probabilistically determine membership of the command fingerprint in one or more predetermined sets of accessed agent fingerprints of the plurality of AI agents;
• select one or more AI agents from the plurality of AI agents to form a selected AI agent set,
• wherein the a respective agent fingerprint of each selected AI agent satisfies a similarity threshold associated with the command fingerprint;
• and
• in response to forming the selected AI agent set, transmit the command set to one or more selected AI agents of the selected AI agent set to autonomously execute respective computer-executable operation sets of the one or more selected AI agents.