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Experimental implementation of "Looped Transformers are Better at Learning Learning Algorithms" showing superior performance with 12x fewer parameters. Includes complete environment setup, pre-trained weights, and extensive experiments comparing Looped TFs vs traditional Transformers for In-Context Learning.