The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
May. 06, 2025

Filed:

Jun. 08, 2023
Applicant:

Kyndryl, Inc., New York, NY (US);

Inventors:

Arun A. Ayachitula, Dobbs Ferry, NY (US);

Rohit Khandekar, Jersey City, NJ (US);

Upendra Sharma, Hartsdale, NY (US);

Assignee:

Kyndryl, Inc., New York, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
H04L 41/16 (2021.12); H04L 41/0604 (2021.12); H04L 41/0866 (2021.12);
U.S. Cl.
CPC ...
H04L 41/16 (2012.12); H04L 41/0609 (2012.12); H04L 41/0866 (2012.12);
Abstract

Embodiments relate to providing self-learning automated information technology change risk prediction. A processor inputs a change request to a first machine learning model, the first machine learning model determining at least one word pair in the change request, the change request being a modification in an IT environment. The processor classifies the at least one word pair into a change category for the IT environment using a second machine learning model, the change category identifying a type of the modification to be executed in the IT environment. The processor determines a likelihood of causing a problem in the IT environment as a result of executing the modification. The processor automatically performs an action to prevent the modification of the change request in the IT environment.


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