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This work introduces a reinforcement learning approach that forgoes predefined plans entirely, instead generating construction sequences adaptively as the structure is built, and evaluates the algorithm, HSAC, against the prior method hybrid-PPO (HPPO), demonstrating significantly higher asymptotic performance and good sample efficiency.