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  1. Watching a talk by Titus Winters at the ACM2Y meeting, and he floats an interesting idea:

    youtu.be/lzFxmYn9onM?si=FF-XxH

    If tokens are a meaningful measure of human cognition and effort, then you can use them to empirically verify claims about thinking and mental effort.

    For example, take a claim that making a certain harder change now will pay off in the long run. You could set up experiments: take a common starting point; have one system make the hard change now, the other just leave it. Then run both through an identical sequence of changes -- fix a bug; add a new feature. Refactor something. Upgrade to a new library API. Then just compare total number of tokens.

    Of course, the initial assumption about a correlation between human cognitive load and tokens is...a pretty big one. And in the experiment, the final output may not work exactly the same, making a token-count comparison not quite apples-to-apples.

    But we do this kind of stuff all the time -- look at fMRI studies, or EEG measurements. We know those are flawed -- think of the "dead salmon in the MRI study" -- but this seems like an interesting avenue.

    #acm2y #acm