Wednesday, December 10, 2025

πŸ“‹ AI Patent and Innovation Digest [10-Dec-2025]

 

πŸ“‹ AI Patent and Innovation Digest

πŸ“ŠAI Patents by Technology Category

Machine Learning & Cybersecurity

1. Automated Device and Account Security Setting Update Initiation

  • Patent Number: US 12,457,247
  • Assignee: Curinos Inc.
  • Publication Date: October 28, 2025
  • Filing Date: October 27, 2024
  • Inventors: Multiple assignees

Summary: This patent describes techniques for automatically updating security settings of computing devices and accounts to prevent unauthorized intrusions. The system uses reinforcement learning with multi-armed bandit techniques (Thompson Sampling) to learn and exploit the most effective security messages. Large language models (LLMs) are employed to generate new security messages by modifying existing ones. The system analyzes the effectiveness of configuration settings after attempted intrusions and messages sent to users, automatically applying the best-performing approaches.

Technology Classification: Machine Learning, Cybersecurity, Reinforcement Learning, LLM-based Message Generation


Machine Learning & Content Analysis

2. Methods, Systems, and Apparatuses for Generating Personalized Content and Key Moments Identification

  • Patent Number: US 12,445,698 B2
  • Assignee: ON24 Inc.
  • Publication Date: October 14, 2025
  • Filing Date: October 24, 2023
  • Inventors: Jayesh Sahasi, Stephen Andrew Sims, Jaimini Labhashankar Joshi, Joshua Mark Hornik, Brian Quantz Streit, and others

Summary: This patent describes methods for identifying key moments in media assets (videos, webinars, presentations) using machine learning. The system analyzes data associated with media assets and user engagement data to identify segments satisfying defined thresholds. A trained machine learning model determines first segments based on content analysis, while user engagement data identifies second segments. The system generates compilations of key moments representing the most important portions of content, enabling automatic extraction of highlights from long-form video and live presentations.

Application Area: Content Creation, Media Analytics, Video Content Analysis

Technology Classification: Machine Learning, Computer Vision, Data Analytics, Content Segmentation


Machine Learning & Retail Analytics

3. Methods and Systems for Providing Customer Assistance in a Retail Store

  • Patent Number: US 12,423,718 B2
  • Assignee: Alpha Modus Corp
  • Publication Date: September 23, 2025
  • Filing Date: October 3, 2024
  • Inventors: Michael Garel, Jim Wang

Summary: This patent describes an advanced retail analytics system using object identificationdemographic intelligence, and real-time data analysis to monitor customer shopping behavior. The system includes MAC address tracking of mobile devices, computer vision for product interaction analysis, and demographic intelligence algorithms to determine customer age, gender, and sentiment. The system provides real-time alerts to sales associates when customers show high-involvement purchase intent, enables personalized messaging at digital displays, and supports purchase transactions at shelf level.

Application Area: Retail, E-Commerce, Customer Analytics

Technology Classification: Computer Vision, Object Recognition, Demographic Intelligence, Real-Time Data Processing

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