Karpathy's 'autoresearch' agent did not improve its own code, but it points towards systems that could as well as towards way ...
An AI agent reads its own source code, forms a hypothesis for improvement (such as changing a learning rate or an architecture depth), modifies the code, runs the experiment, and evaluates the results ...
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