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Proposes CoEvo-AHD, an LLM-driven dual-population co-evolutionary framework for automated heuristic design in bi-component coupled combinatorial optimization problems. It leverages LLMs to co-evolve route and selection operators, using cooperative evaluation and joint crossover to discover complementary heuristics for problems like TTP and TPP.