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grounded in algorithmic information theory. Most AI research today is either mathematically clean but narrow, or practical but too opaque for rigorous safety analysis. We target a third category: methods
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, production systems, machine learning infrastructure projects, or substantial independent technical projects. Experience with experiment tracking, distributed systems, cloud platforms, containerization, data
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