The paper critiques the tendency in deep learning research to create isolated explanations for phenomena like double descent and the lottery ticket hypothesis, arguing that these explanations often lack relevance in practical applications. Instead, it suggests that such phenomena should be viewed as opportunities to enhance broader theoretical understanding of deep learning, and offers recommendations for aligning research efforts with the field's overall progress.