Composite symbolic and non-symbolic artificial intelligence system for advanced reasoning and automation

This is a smart computer system that combines two types of artificial intelligence: one that uses rules and facts like a structured database, and another that learns patterns from data like a brain. It works by creating numerical representations of data using learning models, storing facts in a structured knowledge base, and then intelligently blending these to make decisions. The system specifically uses reinforcement learning to improve how it updates these data representations and how it combines different AI models.