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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.

Patent No.:

US 12619416 B1

PDFFull Text
Date of Patent:
May. 05, 2026

Filed:

Nov. 18, 2022

Continuous integration and continuous delivery of artificial intelligence machine learning components using metamorphic relations

Applicant:

GM Global Technology Operations Llc, Detroit, MI (US);

Inventors:

Ramesh Sethu, Troy, MI (US);

Rami Ismail Debouk, Dearborn, MI (US);

Paolo Giusto, Brentwood, CA (US);

Azeem Sarwar, Rochester Hills, MI (US);

Assignee:

GM GLOBAL TECHNOLOGY OPERATIONS LLC, Detroit, MI (US);

Attorney:

Vivacqua Crane, PLLC

Primary Examiner:

Quoc A Tran

Int. Cl.
CPC ...
G06F 8/65 (2018.01); G06F 8/10 (2018.01); G06F 8/33 (2018.01); G06F 8/34 (2018.01); G06F 8/35 (2018.01); G06F 8/60 (2018.01); G06F 8/70 (2018.01); G06F 8/71 (2018.01); G06F 11/3668 (2025.01); G06N 3/08 (2023.01); G06N 20/00 (2019.01); G06V 10/774 (2022.01); H04W 4/44 (2018.01);
U.S. Cl.
CPC ...
G06F 8/65 (2013.01); G06F 8/10 (2013.01); G06F 8/33 (2013.01); G06F 8/355 (2013.01); G06F 8/70 (2013.01); G06F 11/3684 (2013.01); G06V 10/774 (2022.01); G06F 8/34 (2013.01); G06F 8/60 (2013.01); G06F 8/71 (2013.01); G06F 11/3672 (2013.01); G06F 11/368 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); H04W 4/44 (2018.02);
Abstract

A system for CI/CD of AI/ML based components includes a cloud infrastructure which receives multiple new requirements from a vehicle designer or a developer, with the new requirements adapted for artificial intelligence/machine learning (AI/ML) based components of a vehicle. A dataset is provided. A metamorphic relations (MR) module receives input information from the dataset and sends MR information to the dataset. A components requirements database includes the new requirements in addition to existing requirements for the AI/ML based components. The MR module also receives components requirements data from the components requirements database and sends the MR information to the components requirements database. An AI/ML algorithm analyzes the input information from the dataset and prepares an updated component dataset.

Find Patent Forward Citations

Sethu, Ramesh. (2026). Continuous integration and continuous delivery of artificial intelligence machine learning components using metamorphic relations (U.S. Patent No. 12619416). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12619416

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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