MUMBAI, India, Nov. 6 -- Intellectual Property India has published a patent application (202611077191 A) filed by Prof. Dr. Pallavi Pandit; Dr. Parul Pandit; Dr. Ashwani Kumar; Mrs. Shikha Koundal; Dr. Jyotsna; Ms. Simsy Jaswal; Mr. Shubham Daloria; and Rayat Bahra Professional University, Hoshiarpur on June 23, 2026, for Smart Learning Environment With Dynamic Knowledge Gap Prediction And Automated Content Reconfiguration.

Inventors include Prof. Dr. Pallavi Pandit; Dr. Parul Pandit; Dr. Ashwani Kumar; Mrs. Shikha Koundal; Dr. Jyotsna; Ms. Simsy Jaswal; and Mr. Shubham Daloria.

The application for the patent was published on November 06, 2026, under issue no. 45/2026.

Abstract: The present invention discloses a smart learning environment system and method for dynamically predicting knowledge gaps and automatically reconfiguring educational content. The system comprises a data acquisition module for capturing real-time learner interactions, a preprocessing unit for generating structured feature vectors, and a knowledge gap prediction engine employing a hybrid model combining rule-based inference and machine learning techniques. Based on predicted deficiencies, a content reconfiguration module dynamically modifies learning pathways by adjusting difficulty levels and inserting remedial content. The system operates through an integrated architecture ensuring real-time responsiveness and optimized data processing. The invention provides a measurable technical effect in terms of reduced computational latency, improved prediction accuracy, and enhanced system efficiency. The disclosed system enables adaptive learning through structured computational mechanisms, ensuring compliance with technical contribution requirements and improving overall learning outcomes. FIG 01.

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