Track 1: AI and Data-Driven Decision Making

Selling Cost 0.031 USD/lb Processing Cost 0.076 USD/lb Milling Cost 3.366 USD/lb Recovery 83.3 % Extraction Cost 0.774 USD/lb Discount rate 9.5 % Table 3 - Operating Parameters Parameter Value Unit Extraction Capacity 85 000 000 t Processing Capacity 30 000 000 t 3.1 Agent AI Implement and integrate with Large Language Model To enhance user interaction with the Agent, we integrated our AI Agent with a Large Language Model (LLM) . This communications layer enables seamless integration between multiple agents, improving usability and acceleration interaction. As illustrated in Figure 5, the user can easily select different functionalities, such a training a new agent or making predictions using a specific pre trained model. Subsequently, the LLM interacts with both the user and the AI Agent to assist in executing various tasks. While a LLM alone lacks the domain-specific expertise to perform complex mining task such as generating a Life-of-Mine (LOM) plan, it can effectively communicate with specialized agents like ours to carry out such operations. In this architecture, the LLM functions as an intelligent communication layer. Figure 5- LLM Applications and LLM interactions with Agent

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