Microsoft Technology Licensing, LLC

Xiaomei Wang

Arye Gittelman

Sterling John Crockett

Petru Moldovanu

Erin Megan Riley

Cindy Liao Hartwig

Aditi Mandal

Jonathan Fred Keslin

Christopher Evan Oslund

Auston Robert Wallace

Javier Ricardo Escobar Avila

Vipul Garg

Johnnie C Thomas

Technology is disclosed herein for the integration of spreadsheet environments with an LLM service. In an implementation, an application receives a natural language input from a user associated with visualization of data hosted by the application. The application generates a prompt for a large language model (LLM) service based on the user input and the visualization and submits the prompt to the LLM service. The application receives a reply to the prompt from the LLM service and modifies the visualization based on the reply from the LLM service. In an implementation, the data includes spreadsheet data and the visualization includes a chart. In some implementations, to modify the visualization, the application generates source code based on the reply from the LLM service when the classification of the natural language input is a command.

LLM integrations for data visualization in spreadsheet environments

A client computing architecture is provided that utilized minimal download and simulated page navigation features. A client computer may receive a payload comprising delta data in response to a navigation request for an electronic page. The client computer may further parse the delta data for the electronic page, update page contents for the electronic page based on the received delta data, determine whether one or more errors are associated with a page load process for the electronic page, manage a fragment identifier portion of a uniform resource locator (URL) to track a current location in a navigation of the electronic page, and intercept one or more navigation click events to ensure a minimal download strategy navigation.

Client-side minimal download and simulated page navigation features

A server computing architecture is provided that uses minimal download features and includes error failover functionality. A server computer may receive an electronic page request and calculate a delta between a known static baseline electronic page and the requested electronic page. The static baseline electronic page may include an electronic page without content that utilizes a master electronic page. The master electronic page may include shared content for electronic pages associated with a website. The server computer may further determine whether one more errors are associated with rendering the calculated delta, render a payload comprising only the calculated delta upon determining an absence of the one or more errors and failover to one or more options upon determining that the one or more errors are associated with rendering the calculated delta.

Server-side minimal download and error failover

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Sammamish, WA, United States of America

Xiaomei Wang