Without proper folder organization and clear labeling, agents perform extra digging to locate information, pulling unnecessary extra data into the context window, which reduces accuracy of responses.

causalpending

Speaker

Adam

Evidence Quote

If you don't have this level of organization, what happens is the AI has to do its digging itself and it's running all these extra commands and pulling in all this extra information that's bloating your context window... that's going to reduce the accuracy of your response

Source

Karpathy's LLM Wiki Goes Further Than Everyone RealisedAdam Goodyer
Created: 8/13/2026, 9:47:09 AM

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