Embark on a captivating journey through the world of differentiable programming, guided by the curious character Alice. Navigate through the intricacies of optimizing functions, understanding sequences, graphs, texts, audios, convolutional, attentional, and recurrent blocks to decode the secrets of advanced models like large language models and multimodal architectures.