Abstract: Authenticating access to a system through the following operations: (i) determining at least one digital twin corresponding to a user; (ii) setting, by the user, modifications to at least one digital twin; (iii) generating, by the digital twin, a value based on the modifications; (iv) authenticating the user based on the generated value matching a stored value; and (v) based on the authentication, granting access to the system. A digital twin of a complex entity can have innumerable states based on the input values. In some embodiments, a new password can make an effect on a selected digital twin with one input or a sequence of inputs. The resulting state is transformed using a hashing algorithm to generate the final password, which is known only to the service provider, can act as a password.

Abstract: A method includes providing a server executing computer code embodying the chat-bot, receiving, via the server, a requirement for customization of a main computer code, the main computer code including modules, and determining, by the chat-bot, top-k modules of the main computer code potentially affected given the requirement for customization. The determination of the top-k modules includes representing each of the modules of the main computer code in an embedding vector space, representing the requirement for customization as a vector in the embedding space, and fetching the top-k modules nearest the requirement for customization in the embedding space. The method further includes determining a question, communicating the question to an entity providing the requirement for customization, receiving a response to the question, and filtering the top-k modules using the response to determine a set of the modules associated with the requirement for customization.

Abstract: A processor may identify an occurrence of a code change for a microservice hosted in a container. The processor may generate a representation of the code change. The processor may identify, utilizing an AI model, a set of microservice containers having microservices affected by the code change. The processor may determine recommended changes to system environments for one or more microservice containers of the set of microservice containers.

Abstract: A method includes providing a server executing computer code embodying the chat-bot, receiving, via the server, a requirement for customization of a main computer code, the main computer code including modules, and determining, by the chat-bot, top-k modules of the main computer code potentially affected given the requirement for customization. The determination of the top-k modules includes representing each of the modules of the main computer code in an embedding vector space, representing the requirement for customization as a vector in the embedding space, and fetching the top-k modules nearest the requirement for customization in the embedding space. The method further includes determining a question, communicating the question to an entity providing the requirement for customization, receiving a response to the question, and filtering the top-k modules using the response to determine a set of the modules associated with the requirement for customization.