Abstract: A computer system for assisting users to remember words during conversations includes a computer memory that stores stuck markers that indicate a user forgets a word in a conversation, wherein the computer memory stores a list of stuck words that the user often forgets during conversations. The processors can execute a conversation computation agent and a large language model responsive to the conversation computation agent. The conversation computation agent can receive a conversation conducted by the user, the conversation comprising a stuck episode in which the user forgets a word or a phrase, The large language model can detect the stuck episode in the conversation based on the stuck markers stored in the computer memory. The large language model can generate the word or the phrase forgotten by the user in the stuck episode based on the list of stuck words and the context in the conversation.

Abstract: A computer system for automatically generating cognitive exercises includes a computer memory that can store a memory list comprising subjects that a user has difficulty to remember, wherein the computer memory can store personal data associated with the user, and computer processors in communication with the computer memory can execute a cognitive exercise computation agent and a large language model responsive to the cognitive exercise computation agent. The cognitive exercise computation agent can retrieve the memory list and the personal data associated with the user from the computer memory. The cognitive exercise computation agent can produce generated cognitive exercises using the large language model under constraints of the memory list and the personal data associated with the user.