Thursday, December 4, 2025

📋 AI Patent and Innovation Digest [4-Dec-2025]

📋 AI Patent and Innovation Digest

📊 AI Patents by Technology Type

Machine Learning & Deep Learning

  1. Dynamic Artificial Intelligence / Machine Learning Model Update, or Retrain and Update, in Digital Processes at Runtime

    • Patent Number: US12265818B2
    • Assignee: UiPath Inc
    • Filing Date: December 20, 2019
    • Publication Date: April 1, 2025
    • Summary: Dynamically updating or retraining AI/ML models in digital processes at runtime without stopping production operations. Enables automation of AI/ML model updates through internal or external requests.

  2. Systems and Methods for Machine Learning Evaluation Pipeline

    • Patent Number: US12216647B1
    • Publication Date: February 4, 2025
    • Summary: Methods and systems for creating and evaluating machine learning model pipelines with SuperNet-based search for neural network architecture selection.

  3. Using Machine Learning to Train and Use a Model to Perform Automatic Interface Actions Based on Video and Input Datasets

    • Patent Number: US11887367B1
    • Summary: Machine learning models trained on video and input datasets to automatically perform interface actions and interactions.

  4. Systems and Methods for Training Machine Learning Models

    • Patent Number: US12039431B1
    • Summary: Systems and methods for interacting with and training machine learning models with improved performance metrics.

  5. Bi-Scaled Deep Neural Networks

    • Patent Number: US11263518B2
    • Summary: Method for forming deep neural networks with quantized data structures into at least two different scales for improved efficiency.

Natural Language Processing (NLP)

  1. Natural Language Processing Electronic Passage Curation

    • Patent Number: US12321685B2
    • Summary: Natural language processing system for automatic curation and organization of textual passages with semantic understanding.

  2. Systems and Methods for Generating Natural Language Based on Computer Code Input

    • Patent Number: US12008341B2
    • Summary: Computer-implemented methods for generating human-readable natural language descriptions from computer code using advanced NLP models.

  3. Methods and Systems for Natural Language Processing of Graph Database Queries

    • Patent Number: US12189782B2
    • Summary: Systems that translate natural language user queries into graph database queries with semantic understanding.

  4. Intelligent System and Method of Optimizing Natural Language Processing Model

    • Patent Number: US20240370662A1
    • Publication Date: September 12, 2024
    • Summary: Method for optimizing NLP model performance through clustering and validation techniques.

  5. Offline Interactive Natural Language Processing Results

    • Patent Number: US20250036856A1
    • Publication Date: February 13, 2025
    • Summary: Interactive NLP results that can be accessed offline with improved user engagement capabilities.

Computer Vision & Image Recognition

  1. Generating Text Prompts for Digital Images Utilizing Vision-Language Machine Learning Model

    • Patent Number: US20250005296A1
    • Publication Date: January 2, 2025
    • Summary: Vision-language ML models that generate descriptive text prompts from digital images automatically.

  2. Data Augmentation for Image Classification Tasks

    • Patent Number: US11238317B2
    • Summary: Machine learning methods for image classification with advanced data augmentation techniques for improved accuracy.

  3. Edge-Based Adaptive Machine Learning for Object Recognition

    • Patent Number: US11120306B2
    • Summary: Adaptive machine learning for object recognition that works efficiently on edge devices with reduced computational requirements.

  4. Computer Implemented System and Method for High-Precision Object Tracking in Video

    • Patent Number: US11677910B2
    • Summary: Computer vision systems for tracking object motion in video and detecting patterns using deep learning.

  5. Generating Synthetic Image Data for Machine Learning Applications

    • Patent Number: US11257272B2
    • Summary: Methods for generating synthetic images, depth information, and optical flow data for ML training datasets.

Deep Learning & Neural Networks

  1. Artificial Neural Networks on a Deep Learning Accelerator

    • Patent Number: US12210962B2
    • Publication Date: January 8, 2025
    • Summary: Hardware accelerators optimized for executing artificial neural networks with improved performance and efficiency.

  2. Training Neural Networks to Perform Machine Learning Tasks

    • Patent Number: US20250111197A1
    • Publication Date: April 3, 2025
    • Summary: Novel methods for training neural networks to efficiently perform various machine learning tasks.

  3. Compression of Deep Neural Networks

    • Patent Number: US11966837B2
    • Summary: Techniques for compressing deep neural networks to reduce model size while maintaining accuracy.

  4. Mixture of Experts Neural Networks

    • Patent Number: US20230419079A1
    • Summary: Neural network architecture with mixture of experts subnetworks for efficient computation.

Generative AI & Large Language Models

  1. Power Optimized Architecture for Large Language Model Inference

    • Patent Number: US20250068838A1
    • Publication Date: March 13, 2025
    • Summary: LLM-based machine learning system-on-chip architectures optimized for power-efficient inference at scale.

  2. Search with Generative Artificial Intelligence

    • Patent Number: US20240256582A1
    • Summary: Methods for utilizing generative AI and GPT models to automatically generate and display search result summaries.

  3. Data Leakage Protection Using Generative Large Language Models

    • Patent Number: US12430464B2
    • Summary: Mechanisms for detecting data leakages and generating data leakage detection rules using generative LLMs.

  4. Enterprise Generative Artificial Intelligence Architecture

    • Patent Number: US12111859B2
    • Summary: Enterprise-scale generative AI systems for answering multi-level context-specific questions and transforming information access.

  5. Method for Training An Artificial Intelligence Model with Large Language Model Embeddings

    • Patent Number: US20250028885A1
    • Publication Date: March 12, 2025
    • Summary: Advanced methods for training AI models using embedding vectors generated by large language models.

  6. Prompt Engineering for Artificial Intelligence Assisted Industrial Automation

    • Patent Number: US20250005224A1
    • Publication Date: January 2, 2025
    • Summary: Prompt engineering interfaces for LLM-powered industrial automation workflows with improved task execution.

Reinforcement Learning

  1. Apparatus and Method for On-Device Reinforcement Learning

    • Patent Number: US20250252317A1
    • Summary: Architecture enabling reinforcement learning to run directly on devices without external servers.

  2. Reinforcement Learning Based Rate Control

    • Patent Number: US20250203098A1
    • Summary: Rate control mechanisms implemented using reinforcement learning for optimized encoding and network management.

  3. Reinforcement Learning Techniques for Network-Based Transfer Learning

    • Patent Number: US11657280B1
    • Summary: Transfer learning techniques using reinforcement learning to apply machine learning models across different domains.

📱 Social Media & Industry News Highlights

Trending AI Patent Topics (Past 24 Hours)

1. USPTO Issues Revised Guidance on AI-Assisted Inventions

  • The United States Patent and Trademark Office (December 2-3, 2025) released updated guidance on inventorship for AI-assisted inventions, easing patentability restrictions
  • Source: USPTO Official Guidance, Mayer Brown Legal Analysis, Baker Botts Intellectual Property Report
  • Significance: Makes it easier for companies to patent AI innovations and defines clearer inventorship standards

2. Alpha Modus Sues H&M Over In-Store AI Patents

  • Patent infringement lawsuit filed (December 3, 2025) asserting five in-store AI patents covering shopper analytics, inventory intelligence, and automated checkout systems
  • Source: Globe Newswire, National Law Review
  • Significance: Highlights growing litigation around AI retail technology patents

3. GrocerIQ Holdings Announces Patent-Pending Physical AI Technology

  • Company announced (December 3, 2025) patent-pending AI technology for automated micro-grocery retail systems
  • Source: ACCESSWIRE, Globe and Mail
  • Significance: Emerging applications of AI in retail and automated commerce

4. NewMod Landfall Launches First AI-Native Patent Firm

  • New law firm launched (December 3, 2025) specializing exclusively in AI-related patent law
  • Source: Artificial Lawyer
  • Significance: Growing demand for specialized legal expertise in AI patents

5. Telgorithm Awarded Patent for Smart Queueing Technology

  • U.S. patent granted (December 3, 2025) for AI-powered smart queueing technology for A2P 10DLC messaging infrastructure
  • Source: PR Newswire
  • Significance: AI applications in telecommunications and message delivery optimization

📊 Categorization by Application Area

Healthcare & Medical

  • Patents related to AI-powered medical diagnostics and healthcare optimization systems

Finance & Banking

  • Patents covering AI models for fraud detection and financial analysis

E-commerce & Retail

  • Patents for inventory optimization, customer analytics, and automated checkout (as noted in Alpha Modus case)
  • Automated micro-grocery retail systems (GrocerIQ)

Manufacturing & Industry 4.0

  • Reinforcement learning for rate control and production optimization
  • Industrial automation with AI prompt engineering

Enterprise & Business Operations

  • Enterprise generative AI architectures for information access
  • RPA with dynamic AI/ML model updates
  • Business process automation with machine learning

Telecommunications

  • AI-powered smart queueing and messaging infrastructure

 

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