There is no proof of the printed assertion: it is false for the stated expectations. The original explicitly defines as the expected remaining count, so replacing it by a deterministic upper envelope changes the problem.[ref]
Let be the actual count after rounds and . The union bound gives the valid conditional estimate
By the law of total expectation, the resulting unconditional bound is
Discarding the variance term is an expectation closure error for a nonlinear recurrence. In particular, Jensen's inequality says , which cannot justify the requested upper bound.
For an exact counterexample, start with two balls and two bins. A round serves both balls if they land separately and serves neither if they collide. Each outcome has probability , independently in successive rounds while both balls remain. Consequently
At , the requested inequality would say , but

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