Retry Storm Impact Calculator

A retry policy that works correctly on a single failed request becomes its own failure mode when many requests fail at once. The system increases its own demand as it attempts recovery, and the amplified load looks like the original incident getting worse when it is actually the retry logic adding work to the queue faster than anything upstream. Four inputs above quantify the amplification so the retry parameters can be set against the storm, not against the baseline.