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Can a server have “too much” RAM? Is there an optimal level of RAM, or is more always better?

Recently, I had our server admin tell me that the new servers we'd ordered with 140GB of RAM on them had "too much" ram and that servers started to suffer with more than about 80GB, since that was ...