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We propose BrickBench, a benchmark for agentic text-conditioned LEGO-set design, where an agent must produce a physically buildable assembly from a discrete parts library while satisfying semantic and design criteria. The paper also introduces BrickAgent, an environment for coding agents, and finds leading agents meet physical requirements but still fall short of human designs.