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Would you be willing to provide an example (even a contrived one) of how this "four at a time" prompt changes the LLM's behavior?

I just want to understand more.

Also, would you be willing to share the actual text of it that you put in AGENTS.md?

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I’m curious where you get the estimate that humans hold “like four” parameters in their mind at once?
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Cowan (2001) is an oft-cited paper proposing three to five "chunks" of capacity in human attention: https://www.cambridge.org/core/journals/behavioral-and-brain...

The full PDF is worth a read (Figure 1 may be of interest to many here): https://www.cambridge.org/core/services/aop-cambridge-core/c...

If "attention is all you need" then it's something we do indeed lack, in comparison to LLMs! But it's an interesting question: might machine cognition benefit from similar bottlenecks in an attention algorithm? Advancements like Kimi Linear seem to indicate that we're far from the finish line: https://arxiv.org/abs/2510.26692

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updated the comment. i meant four "concepts". i dont reason about my own thinking in terms of parameters.
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