Figure 1 - Overview of Solution Architecture The following table illustrates the acronyms used throughout this summary: Table 1 Acronyms Code Meaning V (NPV) Net Present Value IA Artificial Intelligence RL Reinforcement Learning R Mining Resources C, c Operating Cash Flow g Policy of each period of extraction F Opportunity Cost Rate of time for unit of resource s Current State of Systems r Reward a Action P Probability Learning Parameter MILP Mixer Integer Lineal Programming Set of polices MDP Markov Decision Process LLM Large Language Model NP Non-Polynomial LOM Life of Mine GRASP Metaheuristic Algorithm TABU Metaheuristic Algorithm 1.1 Problem Statement Current mining operations face a global challenge: delivering essential minerals faster and more efficiently while maintaining economic viability. The 'decision gap' in strategic planning—caused by the latency of traditional optimization models—results in sub-optimal resource utilization. This
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