AI development often feels slow, yet significant advancements are on the horizon. As new training methods are explored, only a fraction of ideas will prove successful, demanding extensive experimentation. Once breakthroughs occur, the momentum can seem sudden, as the community rallies around proven concepts like end-to-end deep learning and transformers.