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LLM agent performance hinges as much on the agent architecture's synergy with the model as on the model's intrinsic capabilities, challenging the assumption that bigger models automatically translate to better agents.
A 40-point mIoU gap between supervised methods and zero-shot segmentation on Industrial3D reveals that foundation models are nowhere near ready for real-world industrial Scan-to-BIM workflows.
