Systems and Methods for Actionable Data Analysis and Storytelling with Large Language Models (LLMs)

A computer system, comprising:

• one or more processors;
• and
• memory coupled to the one or more processors, the memory storing one or more programs configured to be executed by the one or more processors, the one or more programs including instructions for:
• receiving, via a user interface, an instruction to create a first cell on the user interface;
• in response to receiving the instruction:
• generating the first cell;
• and
• displaying, on the user interface, the first cell with a first visual characteristic;
• receiving, via the first cell, a request associated with a task directed to a dataset, the task being one of a data analysis task or data storytelling task;
• generating a set of system prompts and inputting the set of system prompts into a data processing system to process the request, wherein the data processing system includes one or more data processing models and is configured to operate in (i) a single agent mode of operation having one agent for providing a response to the request and (ii) a multi-agent mode of operation that applies a combination of multiple agents with different technical capabilities to provide a response to the request;
• obtaining, as output from the data processing system, a response to the request;
• generating, in real time, output data associated with the response;
• and
• displaying, in the user interface, the output data in one or more second cells, each of the one or more second cells having a second visual characteristic that is different from the first visual characteristic.

A non-transitory computer-readable storage medium storing one or more programs, the one or more programs comprising instructions that, when executed by a computer system that includes one or more processors, and memory, cause the computer system to:

• receive, via a user interface, an instruction to create a first cell on the user interface;
• in response to receiving the instruction:
• generate the first cell;
• and
• display, on the user interface, the first cell with a first visual characteristic;
• receive, via the first cell, a request associated with a task directed to a dataset, the task being one of a data analysis task or data storytelling task;
• generate a set of system prompts and inputting the set of system prompts into a data processing system to process the request, wherein the data processing system includes one or more data processing models and is configured to operate in (i) a single agent mode of operation having one agent for providing a response to the request and (ii) a multi-agent mode of operation that applies a combination of multiple agents with different technical capabilities to provide a response to the request;
• obtain, as output from the data processing system, a response to the request;
• generate, in real time, output data associated with the response;
• and
• display, in the user interface, the output data in one or more second cells, each of the one or more second cells having a second visual characteristic that is different from the first visual characteristic.