Reservoir sampling: pick k random items from a stream of unknown length.

Sampling uniformly from a stream you cannot fit in memory (or whose length you never learn) is a real data-engineering problem. The signal is the replace-with-decreasing-probability trick and a proof that telescopes. Here is the answer.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.