AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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BenchBench-Protocol is introduced, a benchmark for large language models of 149 protocol-modification tasks recovered from modifications that scientists made to published protocols during real experimental work to construct benchmark tasks.
Analysis of Transformer models on ENCODE cis-regulatory sequences with Adam and Muon indicates that optimizer update structure and norm-control choices are practical levers for reducing the training resources required to reach matched perplexity targets in regulatory DNA pretraining.
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