For several years the artificial intelligence industry seemed to move in only one direction: bigger models, larger datasets, and exponentially growing computational requirements. From 2020 to 2024, the dominant belief in AI research was that scaling up neural networks would continue to deliver better reasoning, language understanding, and creative abilities. Massive large language models with…