Multi-agent synthesis across heterogeneous computing environments

A system comprising:

• one or more processors;
• and
• one or more memories storing processor-executable instructions that, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
• receiving a prompting request;
• generating a set of parallel session prompts from the prompting request, wherein a parallel session prompt of the set of parallel session prompts comprises at least a portion of the prompting request and identifies a machine learning agent or a generative model;
• initiating a first execution of a first parallel session prompt of the set of parallel session prompts within a first agent session;
• initiating a second execution of a second parallel session prompt of the set of parallel session prompts within a second agent session;
• receiving, from the first agent session, a first prompt response comprising a first prompt segment and a first source list associated with the first prompt segment;
• receiving, from the second agent session, a second prompt response comprising a second prompt segment and a second source list associated with the second prompt segment;
• and
• providing a collective response to the prompting request by aggregating at least one of the first prompt segment or the second prompt segment based on at least one of the first source list or the second source list.

One or more non-transitory computer-readable media storing processor-executable instructions that, when executed by one or more processors, cause the one or more processors to perform operations comprising:

• receiving a prompting request;
• generating a set of parallel session prompts from the prompting request, wherein a parallel session prompt of the set of parallel session prompts comprises at least a portion of the prompting request and identifies a machine learning agent or a generative model;
• initiating a first execution of a first parallel session prompt of the set of parallel session prompts within a first agent session;
• initiating a second execution of a second parallel session prompt of the set of parallel session prompts within a second agent session;
• receiving, from the first agent session, a first prompt response comprising a first prompt segment and a first source list associated with the first prompt segment;
• receiving, from the second agent session, a second prompt response comprising a second prompt segment and a second source list associated with the second prompt segment;
• and
• providing a collective response to the prompting request by aggregating at least one of the first prompt segment or the second prompt segment based on at least one of the first source list or the second source list.