What I want to see is something that was tested and proved in practice to be genuinely useful, especially for coding agents.

(Obviously ignoring the huge energy saver, which is to observe if you even need to bother doing the task at all.)

- fixed size of the memory seems like a good idea to overcome the current limitations

- skimming through the thing, I can't find any mention of the cost?

- I would need more time to read it in-depth to see if this is legitimate and not just fancy form of overfitting or training on testing data