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. These tools write and execute code, optimize experimental and model parameters, and drive instruments. Letting AI agents act on shared research infrastructure requires serious safety engineering. The
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-engine optimization, or other forms of AI-visibility measurement is helpful but not required. Tagging is second nature. UTM taxonomy, campaign tracking, and pixel tracking (Meta Pixel, Reddit Pixel
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infrastructure, model training, and inference systems. You'll design, develop, and optimize scalable data pipelines and build multi-node GPU training and inference pipelines for foundational models. You'll also
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