| CPC H04L 9/0643 (2013.01) [G06N 20/00 (2019.01); H04L 9/50 (2022.05)] | 17 Claims | 

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               1. A method of maintaining fidelity of a bond between a person and an artificial intelligence agent bound to the person comprising the steps of: 
            obtaining a snapshot of a Baseline Persona Model of a person, the Baseline Persona Model being a machine learning model that encodes data for different behavioral modalities of the person over time, the snapshot being a copy of the Baseline Persona Model at an instant in time and including parameters for each of the different behavioral modalities of the person; 
                generating, for each of the different behavioral modalities, a corresponding cryptographic hash of the parameters for the respective behavioral modality, each cryptographic hash being associated with metadata; 
                signing each cryptographic hash within a hardware security module; 
                writing the signed cryptographic hashes and associated metadata to an Immutable Ledger, the Immutable Ledger being a permissioned blockchain accessible to authorized auditors; 
                capturing, by an electronic device, data for behavioral modalities of the person; 
                calculating a score for each of the captured behavioral modalities; 
                calculating a similarity score from the calculated scores; 
                comparing the similarity score against a threshold value; 
                in response to determining the similarity score fails to satisfy the threshold value, substituting the snapshot for the Baseline Persona Model of the person; 
                subsequently capturing data for the behavioral modalities of the person over time; and 
                retraining, using a set of the subsequently captured data approved by the person, the Baseline Persona Model. 
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