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Intelligent budget management in LLM agents can outperform brute-force compute scaling by 4x, thanks to a new search algorithm that prunes redundant steps and focuses on promising trajectories.
Row-normalized optimizers can match Muon's performance on large language models while being faster in large-token and low-loss regimes, offering a practical alternative for pre-training.
