Granted Patent B1

US 12,493,473 · App. 19/234,232 · Granted Dec 9, 2025

Inventors: Roman Fedoruk (Cumming, GA); John Manton (Alpharetta, GA); Spencer Reagan (Marietta, GA); Gregory Roberts (Dunwoody, GA); Erich Stuntebeck (Johns Creek, GA)

Assignee: Airia LLC

G06F9/445G06F21/121

Abstract

Claims (53)

1 . A method for automatic tool ingestion for artificial intelligence (“AI”) agents, comprising:

discovering a first tool specification corresponding to a first tool, wherein the first tool specification comprises a tool action and a toot description, and wherein the first tool comprise service that an AI agent uses to perform specific actions;

ingesting the first tool specification to create a first tool object in an AI platform, wherein the first tool object comprises the tool action and a tool endpoint where the tool action can be invoked;

determining a plurality of tool labels that are associated with the first tool specification;

applying the plurality of tool labels to the first tool object;

causing a user interface (“UI”) of the AI platform to display the first tool object, including at least one of the plurality of tool labels;

generating, by the AI platform, a manifest file for the AI agent, comprising the first tool object, wherein the manifest file further comprises the tool action and the tool endpoint; and

deploying the AI agent for execution, wherein the AI agent is executed according to the manifest file, comprising:

determining that the AI agent is authorized to perform the tool action; and

causing a tool credential to be transmitted to the tool endpoint, wherein the tool credential authenticates the AI agent to initiate the tool action.

2 . The method of claim 1 , wherein determining the plurality of tool labels comprises determining a semantic meaning of the first tool specification.

3 . The method of claim 1 , wherein determining the plurality of tool labels is based on tool labels of other tool objects with semantically similar actions to the tool action of the first tool object.

4 . The method of claim 1 , wherein the plurality of tool labels comprises a name for the first tool object and a description of the tool action.

5 . The method of claim 1 , wherein the plurality of tool labels comprises a system prompt that is used during execution of the AI agent to determine when to perform the tool action.

6 . The method of claim 1 , wherein the tool object comprises the tool credential.

7 . The method of claim 1 , wherein the ingestion is performed by an ingestion agent, wherein the ingestion agent receives the tool specification and determines a semantic meaning of an application programming interface (“API”) description of the tool specification.

8 . The method of claim 1 , wherein the ingestion comprises ingesting code for local execution in performing the tool action.

9 . The method of claim 1 , wherein a first tool label of the plurality of the tool labels indicates an industry vertical.

10 . The method of claim 1 , wherein discovering the first tool specification comprises identifying the endpoint.

11 . The method of claim 1 , wherein discovering the first tool specification comprises scraping tool documentation from a website.

12 . The method of claim 1 , wherein discovering the first tool specification comprises making an application programming interface (“API”) call to request the first tool specification.

13 . The method of claim 1 , wherein discovering the first tool specification comprises subscribing to a service that provides tool specifications.

14 . The method of claim 1 , wherein the tool action is one of multiple application programming interface (“API”) calls included in an API definition of the first tool object.

15 . The method of claim 1 , wherein a system prompt is created as part of ingestion, and wherein, during execution, the AI agent determines whether to use the action based on the system prompt.

16 . The method of claim 1 , wherein the tool action is one of multiple tool actions viewable in the UI for the first tool object, and wherein the tool action is described by the at least one of the plurality of tool labels.

17 . The method of claim 1 , wherein the manifest file is automatically generated based on a UI selection to add the first tool object to the AI agent.

18 . The method of claim 1 , further comprising:

receiving user information from a first platform user;

automatically selecting a first template from a plurality of templates based on the user information; and

generating the AI agent based on the first template, including automatically adding the first tool object to the AI agent,

wherein the first tool object is part of an industry-specific toolset that applies to the first template.

19 . A non-transitory, computer-readable medium including instructions are executed by a processor and cause the processor to perform stages for automatic tool ingestion for artificial intelligence (“AI”) agents, the stages comprising:

discovering a first tool specification corresponding to a first tool, wherein the first tool specification comprises a tool action and a tool description, and wherein the first tool comprise service that an AI agent uses to perform specific actions;

ingesting the first tool specification to create a first tool object in an AI platform, wherein the first tool object comprises the tool action and a tool endpoint where the tool action can be invoked;

determining a plurality of tool labels that are associated with the first tool specification;

applying the plurality of tool labels to the first tool object;

causing a user interface (“UI”) of the AI platform to display the first tool object, including at least one of the plurality of tool labels;

generating, by the AI platform, a manifest file for the AI agent, comprising the first tool object, wherein the manifest file further comprises the tool action and the tool endpoint; and

deploying the AI agent for execution, wherein the AI agent is executed according to the manifest file, comprising:

determining that the AI agent is authorized to perform the tool action; and

causing a tool credential to be transmitted to the tool endpoint, wherein the tool credential authenticates the AI agent to initiate the tool action.

20 . A system for automatic tool ingestion for artificial intelligence (“AI”) agents, comprising:

a memory storage including a non-transitory, computer-readable medium comprising instructions; and

at least one hardware-based processor that executes the instructions to carry out stages comprising:

discovering a first tool specification corresponding to a first tool, wherein the first tool specification comprises a tool action and a tool description, and wherein the first tool comprise service that an AI agent uses to perform specific actions;

ingesting the first tool specification to create a first tool object in an AI platform, wherein the first tool object comprises the tool action and a tool endpoint where the tool action can be invoked;

determining a plurality of tool labels that are associated with the first tool specification;

applying the plurality of tool labels to the first tool object;

causing a user interface (“UI”) of the AI platform to display the first tool object, including at least one of the plurality of tool labels;

generating, by the AI platform, a manifest file for the AI agent, comprising the first tool object, wherein the manifest file further comprises the tool action and the tool endpoint; and

deploying the AI agent for execution, wherein the AI agent is executed according to the manifest file, comprising:

determining that the AI agent is authorized to perform the tool action; and

causing a tool credential to be transmitted to the tool endpoint, wherein the tool credential authenticates the AI agent to initiate the tool action.

Assignments (1)

Continuity (1)

References Cited (39)