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Patent drawing for Using personalized knowledge patterns to generate personalized learning-based guidance
US 20,220,139,245 A1
Machine learning US 20,220,139,245 A1 Expired

Using personalized knowledge patterns to generate personalized learning-based guidance

This invention describes a system that helps users learn by providing personalized guidance when they ask questions. When a user submits a question, the system figures out their unique way of learning and discovering information. It then uses this understanding to create tailored advice or communications that help the user acquire the specific knowledge needed to answer their own question, rather than just giving them the answer directly. The system learns how to identify these learning patterns by observing how users interact with it.

Why it matters: Filed before the widespread adoption of advanced large language models (LLMs), which are now highly capable of understanding user learning patterns, generating personalized guidance, and identifying knowledge relationships. The core functionality of identifying a 'learning-assist process' and generating tailored 'communications' is significantly more achievable and sophisticated with current generative AI capabilities.

Status
ExpiredProtection ended and was never renewed
How hard to build
SpecializedSoftware logic, machine learning model

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