The journey of developing a foundation model begins with extensive data preparation, often involving vast amounts of unlabeled text. Selecting the right model architecture is crucial, followed by the resource-intensive pre-training phase, which can cost hundreds of millions of dollars. This process is complex and typically reserved for large companies, highlighting the challenges of building advanced AI systems from scratch.
