The speaker believes the AI compute business holds immense, almost unbelievable potential. They emphasize the significant amount of money that could be spent in this sector versus what is currently being spent. Citing historical data, they point to a substantial growth rate of 50% to 60% year-over-year in AI compute spending. Importantly, they also state that even more would be spent if additional compute resources ("tips") were available, indicating a supply constraint.