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US 2025/0061307 A1Published application
Ai system
OwnerBao Tran, Khue Duonginventors
Life of this patent
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Abstract
A multi-layer artificial intelligence system includes a foundation layer comprising at least one general-purpose large language model (LLM); an expert array layer comprising a plurality of specialized reasoning models; and a meta-reasoning model configured to coordinate operations between the foundation layer and the expert array layer to generate a reasoned analysis.
Claims19
A method for generating a reasoned analysis using a multi-layer artificial intelligence system, the method comprising:
- processing input data using at least one large language model (LLM) in a foundation layer;
- applying one or more specialized reasoning models in an expert array layer to the processed input data;
- and
- coordinating operations between the foundation layer and the expert array layer using an expert system or a meta-reasoning model to generate the reasoned analysis.
1 more element
A method comprising:
- receiving input data for processing by the AI model;
- analyzing the input data using a gating network to determine relevant expert or reasoning models from a plurality of expert models;
- routing the input data to the determined relevant expert models;
- processing the input data using the relevant expert or reasoning models to generate model outputs;
- and
- combining the model outputs to produce a final output of the AI model.
3 more elements
A method to provide artificial intelligence, comprising:
- generating multiple paths for solving a problem with a large language model (LLM);
- evaluating machine generated paths using the LLM to determine a likelihood of a solution;
- selecting one or more predetermined paths and expanding the selected paths by generating additional paths using the LLM;
- iteratively evaluating and expanding the paths until a solution is found.
1 more element
Dependencies are inferred from the claim text.