Generative ai and agentic ai systems and methods for product data analytics and optimization

This system uses artificial intelligence to analyze various product-related data, such as sales, pricing, and inventory, to provide recommendations and predictions. It specifically incorporates real-world sensor data and learns from external research to form and test new ideas. An autonomous AI agent can then take actions based on these insights, like generating hypotheses and training models.