Abstract: In order to provide agile and dynamic portfolio management, systems and methods for underwriting and portfolio management include an ecosystem including a platform, including processing devices, communication interfaces, runtime environments, and databases, where the databases are configured to store ecosystem data, where the ecosystem data includes data associated with a plurality of systems. A service layer is in communication with the platform, the service layer including containers executed in the runtime environment and configured to implement microservices, where each of the containers include: at least one microservice and a datastore device configured to store domain-specific data. An orchestrator is in communication with the service layer, the orchestrator to schedule execution of the microservices according to bounded contexts coordinated with composite application programming interfaces (API) interfacing with a microservice specific API.

Abstract: In order to provide agile and dynamic portfolio management, systems and methods for underwriting and portfolio management include an ecosystem including a platform, including processing devices, communication interfaces, runtime environments, and databases, where the databases are configured to store ecosystem data, where the ecosystem data includes data associated with a plurality of systems. A service layer is in communication with the platform, the service layer including containers executed in the runtime environment and configured to implement microservices, where each of the containers include: at least one microservice and a datastore device configured to store domain-specific data. An orchestrator is in communication with the service layer, the orchestrator to schedule execution of the microservices according to bounded contexts coordinated with composite application programming interfaces (API) interfacing with a microservice specific API.

Abstract: Systems and methods for dynamic detection of security features based on self-supervised natural language extraction from unstructured data sets are disclosed. The system may receive an unstructured data array including a full text of financial narrative. The system may serialize the unstructured data array to form one or more first data arrays including portions of the full text as discrete financial risk narratives. The system may build a tokenization dictionary and determine condensed summaries for each portion of the full text. The system may determine a relevancy score and a sentiment score for each condensed summary and calculate an overall relevancy score as a weighted average of the relevancy score and the sentiment score. When the overall risk score exceeds a predetermined threshold, the system may execute one or more security actions.

Abstract: Systems and methods for dynamic detection of security features based on self-supervised natural language extraction from unstructured data sets are disclosed. The system may receive an unstructured data array including a full text of financial narrative. The system may serialize the unstructured data array to form one or more first data arrays including portions of the full text as discrete financial risk narratives. The system may build a tokenization dictionary and determine condensed summaries for each portion of the full text. The system may determine a relevancy score and a sentiment score for each condensed summary and calculate an overall relevancy score as a weighted average of the relevancy score and the sentiment score. When the overall risk score exceeds a predetermined threshold, the system may execute one or more security actions.

Abstract: In order to provide agile and dynamic portfolio management, systems and methods for underwriting and portfolio management include an ecosystem including a platform, including processing devices, communication interfaces, runtime environments, and databases, where the databases are configured to store ecosystem data, where the ecosystem data includes data associated with a plurality of systems. A service layer is in communication with the platform, the service layer including containers executed in the runtime environment and configured to implement microservices, where each of the containers include: at least one microservice and a datastore device configured to store domain-specific data. An orchestrator is in communication with the service layer, the orchestrator to schedule execution of the microservices according to bounded contexts coordinated with composite application programming interfaces (API) interfacing with a microservice specific API.

Abstract: In order to provide agile and dynamic portfolio management, systems and methods for underwriting and portfolio management include an ecosystem including a platform, including processing devices, communication interfaces, runtime environments, and databases, where the databases are configured to store ecosystem data, where the ecosystem data includes data associated with a plurality of systems. A service layer is in communication with the platform, the service layer including containers executed in the runtime environment and configured to implement microservices, where each of the containers include: at least one microservice and a datastore device configured to store domain-specific data. An orchestrator is in communication with the service layer, the orchestrator to schedule execution of the microservices according to bounded contexts coordinated with composite application programming interfaces (API) interfacing with a microservice specific API.

Abstract: Systems and methods for dynamic detection of security features based on self-supervised natural language extraction from unstructured data sets are disclosed. The system may receive an unstructured data array including a full text of financial narrative. The system may serialize the unstructured data array to form one or more first data arrays including portions of the full text as discrete financial risk narratives. The system may build a tokenization dictionary and determine condensed summaries for each portion of the full text. The system may determine a relevancy score and a sentiment score for each condensed summary and calculate an overall relevancy score as a weighted average of the relevancy score and the sentiment score. When the overall risk score exceeds a predetermined threshold, the system may execute one or more security actions.

Abstract: In order to provide agile and dynamic portfolio management, systems and methods for underwriting and portfolio management include an ecosystem including a platform, including processing devices, communication interfaces, runtime environments, and databases, where the databases are configured to store ecosystem data, where the ecosystem data includes data associated with a plurality of systems. A service layer is in communication with the platform, the service layer including containers executed in the runtime environment and configured to implement microservices, where each of the containers include: at least one microservice and a datastore device configured to store domain-specific data. An orchestrator is in communication with the service layer, the orchestrator to schedule execution of the microservices according to bounded contexts coordinated with composite application programming interfaces (API) interfacing with a microservice specific API.

Abstract: In order to provide agile and dynamic portfolio management, systems and methods for underwriting and portfolio management include an ecosystem including a platform, including processing devices, communication interfaces, runtime environments, and databases, where the databases are configured to store ecosystem data, where the ecosystem data includes data associated with a plurality of systems. A service layer is in communication with the platform, the service layer including containers executed in the runtime environment and configured to implement microservices, where each of the containers include: at least one microservice and a datastore device configured to store domain-specific data. An orchestrator is in communication with the service layer, the orchestrator to schedule execution of the microservices according to bounded contexts coordinated with composite application programming interfaces (API) interfacing with a microservice specific API.