Larson Miller parameters.
If you are talking about foil that is a few thousandths of an inch thick then you can anneal in a couple of seconds.
Otherwise the outer surface gets too hot (grain growth or incipient melting) before the inside sees enough time at temp to anneal.
What alloy?
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P.E. Metallurgy, consulting work welcomed