Abstract: Various embodiments of the present disclosure provide an agent synthesis technique that improves the functionality of a computer in various aspects. The technique comprises receiving a prompting request and generating a set of parallel session prompts from the prompting request. The technique comprises initiating an execution of a first parallel session prompt within a first agent session and a second parallel session prompt within a second agent session. The technique comprises receiving a first prompt segment and first source list associated with the first prompt segment and a second prompt segment and second source list associated with the second prompt segment. The technique comprises providing a collective response to the prompting request by aggregating the first prompt segment or the second prompt segment based on the first source list or the second source list.

Abstract: Various embodiments of the present disclosure provide a multi-session agent workspace that improves the functionality of a computer in various aspects. The multi-session agent workspace comprises a shared workspace repository and a plurality of agent sessions configured in accordance with a hierarchical session structure. The plurality of agent sessions comprises a parent session storing parent context data for executing an agent task within the parent session, and a child session storing child context data separate from the parent session and for executing an agent subtask within the child session. At least a portion of the parent context data of the parent session is propagated to the child session upon creation of the child session. The agent task may be executed within the parent session, and the agent subtask may be executed within the child session.