The bigger problem is combinatorial. Say the agent finds that lower weight decay helps and that a different Adam beta also helps. It wants to try them together. But with sequential execution, testing the combination means waiting another 5 minutes. With 16 GPUs, the agent can test that combination alongside a dozen other ideas simultaneously. Instead of testing one hypothesis per 5-minute window, it tests a factorial grid in a single wave.
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