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Microsoft patents system that picks AI models based on cloud resources

Microsoft describes a method for setting up AI services in the cloud by checking available computer resources before choosing a model. The system matches the user's requirements with the hardware currently available to create a workable setup.

Why it mattersThis helps cloud providers manage their hardware more efficiently by ensuring AI tasks are only assigned to servers that can actually handle them.

In the filing’s own words

Methods, apparatuses, and products for dynamic constraint-and resource-based artificial intelligence (AI) deployment provisioning, including: receiving a request to create an AI deployment in a cloud computing environment, wherein the request comprises one or more constraints for a selecting a model to be executed in the AI deployment; determining, in response to the request, a resource availability of the cloud computing environment; generating, based on the resource availability and one or more optimization objectives for the AI deployment, a deployment specification, including identifying a model that satisfies the one or more constraints and is able to be executed in the cloud computing environment based on the resource availability; and generating, in the cloud computing environment, the AI deployment based on the deployment specification.

What exactly they claim (claim 1)

1. A method of dynamic constraint-and resource-based artificial intelligence (AI) deployment provisioning, comprising: receiving a request to create an AI deployment in a cloud computing environment, wherein the request comprises one or more constraints for a selecting a model to be executed in the AI deployment; determining, in response to the request, a resource availability of the cloud computing environment; generating, based on the resource availability and one or more optimization objectives for the AI deployment, a deployment specification, including identifying a model that satisfies the one or more constraints and is able to be executed in the cloud computing environment based on the resource availability; and generating, in the cloud computing environment, the AI deployment based on the deployment specification.

Facts

Company
Microsoft (Microsoft Technology Licensing, LLC)
Official title
DYNAMIC CONSTRAINT- AND RESOURCE-BASED ARTIFICIAL INTELLIGENCE (AI) DEPLOYMENT PROVISIONING
Publication number
US20260268207A1
Application number
19071464
Filed
Mar 5, 2025
Published
Sep 10, 2026
Inventors
1
Claims
20

Classified under

G06N 20/00 Physics & computing

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Summaries are simplified from the filing’s own abstract and first claim. A patent filing is not a product announcement.
Patent data and drawings: U.S. Patent and Trademark Office (USPTO). Nebula is not affiliated with or endorsed by the USPTO.