Abstract: In an embodiment, the following are repeated during a session with a user compute device. A message is received from the user compute device. A determination is made as to whether a workflow portion from a plurality of workflow portions is structured or unstructured. The workflow portion is executed as structured based on the message when the workflow portion is determined to be structured, to produce a structured response. The workflow portion is executed as unstructured based on the message, a task description and a list of structured parameters to be captured, when the workflow portion is determined to be unstructured, to produce an unstructured response via a generative artificial intelligence model.

Abstract: In an embodiment, a representation of a first natural language prompt is received. A representation of the first natural language prompt is sent to a large language model (LLM) configured to identify a first pattern based on the first natural language prompt. A first main inlet associated with the first pattern at a graph, a first success outlet associated with the first pattern at the graph, and a first error outlet associated with the first pattern at the graph is determined based on the graph. A first modification is determined based on the first main inlet, the first success outlet, and the first error outlet. The graph is modified based on the first modification to generate a first modified graph.

Abstract: In an embodiment, a representation of a first natural language prompt is received. A representation of the first natural language prompt is sent to a large language model (LLM) configured to identify a first pattern based on the first natural language prompt. A first main inlet associated with the first pattern at a graph, a first success outlet associated with the first pattern at the graph, and a first error outlet associated with the first pattern at the graph is determined based on the graph. A first modification is determined based on the first main inlet, the first success outlet, and the first error outlet. The graph is modified based on the first modification to generate a first modified graph.

Abstract: A method for coordinating actions between an audio channel and a synchronized non-audio channel includes receiving an indication of a start of a session associated with a user and having an audio channel that is synchronized with a non-audio channel. Thereafter, repeated determinations are made as to whether a prompt on the non-audio channel has been received from the user. In response to each determination that the prompt on the non-audio channel has not been received from the user, a signal is sent to cause an inaudible output on the audio channel to the user. In response to a determination that the prompt on the non-audio channel has been received from the user, an audible output is selected based on an activity by the user on the non-audio channel, and a signal is sent to cause the audible output to be output on the audio channel.

Abstract: A method for coordinating actions between an audio channel and a synchronized non-audio channel includes receiving an indication of a start of a session associated with a user and having an audio channel that is synchronized with a non-audio channel. Thereafter, repeated determinations are made as to whether a prompt on the non-audio channel has been received from the user. In response to each determination that the prompt on the non-audio channel has not been received from the user, a signal is sent to cause an inaudible output on the audio channel to the user. In response to a determination that the prompt on the non-audio channel has been received from the user, an audible output is selected based on an activity by the user on the non-audio channel, and a signal is sent to cause the audible output to be output on the audio channel.

Abstract: A method for coordinating actions between an audio channel and a synchronized non-audio channel includes receiving an indication of a start of a session associated with a user and having an audio channel that is synchronized with a non-audio channel. Thereafter, repeated determinations are made as to whether a prompt on the non-audio channel has been received from the user. In response to each determination that the prompt on the non-audio channel has not been received from the user, a signal is sent to cause an inaudible output on the audio channel to the user. In response to a determination that the prompt on the non-audio channel has been received from the user, an audible output is selected based on an activity by the user on the non-audio channel, and a signal is sent to cause the audible output to be output on the audio channel.

Abstract: A method for coordinating actions between an audio channel and a synchronized non-audio channel includes receiving an indication of a start of a session associated with a user and having an audio channel that is synchronized with a non-audio channel. Thereafter, repeated determinations are made as to whether a prompt on the non-audio channel has been received from the user. In response to each determination that the prompt on the non-audio channel has not been received from the user, a signal is sent to cause an inaudible output on the audio channel to the user. In response to a determination that the prompt on the non-audio channel has been received from the user, an audible output is selected based on an activity by the user on the non-audio channel, and a signal is sent to cause the audible output to be output on the audio channel.

Abstract: A method for coordinating actions between an audio channel and a synchronized non-audio channel includes receiving an indication of a start of a session associated with a user and having an audio channel that is synchronized with a non-audio channel. Thereafter, repeated determinations are made as to whether a prompt on the non-audio channel has been received from the user. In response to each determination that the prompt on the non-audio channel has not been received from the user, a signal is sent to cause an inaudible output on the audio channel to the user. In response to a determination that the prompt on the non-audio channel has been received from the user, an audible output is selected based on an activity by the user on the non-audio channel, and a signal is sent to cause the audible output to be output on the audio channel.