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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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, distributed training, cloud compute, or cluster environments; have experience with large language models, either through training, fine-tuning, evaluation, inference, tooling, or deployment; are able to design
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