This work does have some very interesting ideas, specifically avoiding the costs of backpropagation through time.
However, it does not appear to have been peer reviewed.
The results section is odd. It does not include include details of how they performed the assesments, and the only numerical values are in the figure on the front page. The results for ARC2 are (contrary to that figure) not top of the leaderboard (currently 19% compared to HRMs 5% https://www.kaggle.com/competitions/arc-prize-2025/leaderboa...)
It's a common pitfall to take yourself out of the equation when you are about to make assertions without evidence to back them up. The title could have been written as:
"Why do I feel everything is broken, and what can I do about it".
you will end up writing a completely different post as a result. a more sincere one, and one that is closer to the reality of the situation that needs to be addressed, and that is one's perceptions, biases, and feelings that come from our own personal experiences.