Abstract: A system that manages a dialog between a user and an AI system using a hierarchically structured tree of topics. An illustrative application is collection of a personal history. A topic manager repeatedly selects a topic and requests the AI system to generate a question based on summary information stored in the associated topic node; this avoids sending the entire dialog to the AI system each time, which would be impossible for long conversations due to AI context window limitations. The AI system analyzes each response from the user to identify new topics to add to the tree, and to update the summary associated with each topic node. Vector embeddings of topic names may be used to place new topic nodes in the most relevant position in the tree. Topics may be selected using a biased tree walk that preferentially selects nodes that have been less explored in previous questions.

Abstract: A malware detection system based on stored data that analyzes an electronic message for threats by comparing it to previously received messages in a message archive or to a contacts list. Threat protection rules may be generated dynamically based on the message and contacts history. A message that appears suspicious may be blocked, or the system may insert warnings to the receiver not to provide personal information without verifying the message. Threat checks may look for unknown senders, senders with identities that are similar to but not identical to previous senders or to known contacts, or senders that were added only recently as contacts. Links embedded in messages may be checked by comparing them to links previously received or to domain names of known contacts. The system may flag messages as potential threats if they contradict previous messages, or if they appear unusual compared to the patterns of previous messages.

Abstract: A malware detection system based on stored data that analyzes an electronic message for threats by comparing it to previously received messages in a message archive or to a contacts list. Threat protection rules may be generated dynamically based on the message and contacts history. A message that appears suspicious may be blocked, or the system may insert warnings to the receiver not to provide personal information without verifying the message. Threat checks may look for unknown senders, senders with identities that are similar to but not identical to previous senders or to known contacts, or senders that were added only recently as contacts. Links embedded in messages may be checked by comparing them to links previously received or to domain names of known contacts. The system may flag messages as potential threats if they contradict previous messages, or if they appear unusual compared to the patterns of previous messages.

Abstract: A malware detection system based on stored data that analyzes an electronic message for threats by comparing it to previously received messages in a message archive or to a contacts list. Threat protection rules may be generated dynamically based on the message and contacts history. A message that appears suspicious may be blocked, or the system may insert warnings to the receiver not to provide personal information without verifying the message. Threat checks may look for unknown senders, senders with identities that are similar to but not identical to previous senders or to known contacts, or senders that were added only recently as contacts. Links embedded in messages may be checked by comparing them to links previously received or to domain names of known contacts. The system may flag messages as potential threats if they contradict previous messages, or if they appear unusual compared to the patterns of previous messages.

Abstract: A malware detection system based on stored data that analyzes an electronic message for threats by comparing it to previously received messages in a message archive or to a contacts list. Threat protection rules may be generated dynamically based on the message and contacts history. A message that appears suspicious may be blocked, or the system may insert warnings to the receiver not to provide personal information without verifying the message. Threat checks may look for unknown senders, senders with identities that are similar to but not identical to previous senders or to known contacts, or senders that were added only recently as contacts. Links embedded in messages may be checked by comparing them to links previously received or to domain names of known contacts. The system may flag messages as potential threats if they contradict previous messages, or if they appear unusual compared to the patterns of previous messages.

Abstract: An electronic message threat protection system that incorporates user authorization to ensure that only authorized users receive the benefits of the system's protection. The system protects against threats such as phishing attacks or malware embedded in attached files. References to resources in messages, such as links or attachments, are transformed into protected references that may for example insert a level of indirection between the user and the resource. Use of a protected reference triggers a user authorization check; if the user is an authorized user, the system provides access via a security mechanism that mitigates potential threats. Unauthorized users are denied access. A message recipient may deliberately or inadvertently distribute copies of the message or of the protected references; however, the authorization check ensures that recipients of the copies can only access resources via these copies if they are authorized users.

Abstract: A method of updating software and/or data in any one of a plurality of recipient computers, the update being provided to the recipient computer by a data owner computer. The recipient computer sends an update request as an e-mail message to the data owner computer. The update request specifies files to be updated and includes a message ID unique to the update request. The data owner computer automatically analyzes the update request to determine files to be updated and prepares a corresponding update in response to receiving the update request e-mail. The owner computer automatically sends the update to the recipient computer. The update comprises an email message having one or more files to be updated included as attachment files in the e-mail message; and including the unique message ID. The recipient computer automatically responds to the update by opening the attachment files and updating the software and/or data.