“If you increase your performance, in other words, your ability to learn by 1% every day, in 72 days, you'll be 2x better. In 232 days, you'll be 10x better.”

“People that regularly use AI claim that they are saving a lot of time, actually, on average one day per week”

“Pre-training is exponentially more resources for debatably linear gains… seems very sub-linear”

“When you actually frame it as a value per, when there's an economic time period where people are kind of really watching their budget, we see that perform exponentially better than just saying, you know, 20% off or free trial or whatever”

“How precise are they? How carefully are they structured around specific learning intentions? Has the curriculum resource identified what the misconceptions are? Are they providing plenty of practice on those skills?”