457 context. This allows mines to understand trade-offs and manage the underground value chain as a coordinated system. These lessons indicate that the future autonomous mine will likely develop in stages. The first stage is connected visibility; the second is data-driven intervention; the third is predictive and prescriptive control; and only then does broader autonomy become realistic. In this progression, every litre of fuel, every tonne moved, every component replaced, and every delay in the production cycle becomes part of a continuous improvement loop. The practical implication for operators is clear: mines that invest early in reliable connectivity, structured data, and workflow-based analytics will be better positioned to adopt autonomous and self-optimizing systems than those that treat digital tools as isolated pilots. REFERENCES Aziz A. et al. (2020). A Study on Industrial IoT for the Mining Industry: Synthesized Architecture and Open Research Directions. IoT. 529-550.
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