Why are we surprised? Even if you're a good programmer, if you finish a job and you ask your also very good peer to review it, you're gonna end up with better code. Of course you're gonna end up with better code. So build that into your process.
Um, and while this generally improves the reliability of the model, uh, people eventually get tired and it's hard to get really, really high reliability with a person that's manually tuning this. And so what would be even better is if the AI system itself can iterate on the scenario in which you want it to have higher reliability where it on its own automatically seeks out places where it needs more data, where it needs more supervision.
So, the lesson here is to bet on a system that's maximally learned and minimally constrained and leverage structure intentionally to boost performance and scaling laws both in training and in evaluation.
we we kind of have coarse level uh recursive self-improvement already. And the fact that every time you use it, it improves the markdown files. Uh every time you use it, it updates its uh long-term memory.
A capability existing is not the same as a capability being absorbed into institutions, and, perhaps most important of all, translated into outcomes people care about.
However, there's an increasing body of literature that shows that by engaging older adults in novel cognitive activities, you see improvements in function. So that can be language learning. Uh that can be uh complex like coordinative movement or exercise. You see the same things with um like musical training like people learning a new musical instrument or learning um musical theory trying to identify different patterns in music. And you see in randomized control trials improvements particularly in executive function that seems to be most common across those different interventions.
This study directly shows that working really hard, releasing a lot of cortisol in high-intensity interval training actually improves hippocample structure and function um over over time.
What's interesting with balance is it's very trainable. And so, you know, there's parts of balance that involve visual inner ear, but if you engage in some training, and it can be as simple as standing on one leg or doing yoga or taichi, you can improve your balance considerably within a month or two.
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