Karpathy's 'autoresearch' agent did not improve its own code, but it points towards systems that could as well as towards way to conduct other kinds of autonomous scientific research ...
The guide explains two layers of Claude Code improvement, YAML activation tuning and output checks like word count and sentence rules.
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