Adaptive Semantic Profiling Algorithm for Personalized Educational Content
Patent Protected Technology
U.S. Provisional Patent Application No. 63/967,917
Filed: January 26, 2026 | Inventor: Roan Guilherme Weigert Salgueiro
Lurox AI is an open-source adaptive learning system that personalizes educational content using dynamic word embeddings and semantic profiling. The system automatically adjusts text complexity and learning paths to match individual comprehension levels.
- Student Semantic Profile Builder - Multi-dimensional learner embeddings tracking comprehension across domains
- Dynamic Vocabulary Adjuster - Real-time semantic substitution using BERT + word embeddings
- Concept Dependency Mapper - Reinforcement learning-based optimal learning path generation
- Real-Time Adaptation Engine - Continuous profile updates based on learner interactions
- World Models Integration - Predictive neural networks simulating learner comprehension patterns
- ML Stack: PyTorch, BERT (Hugging Face), GloVe/Word2Vec (300-dim), LSTM networks
- Databases: Neo4j (concept graphs), MongoDB (learner profiles)
- Infrastructure: Apache Kafka event streaming, Python microservices
pip install lurox