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PrecisionMemBench is an open-source benchmark that tests retrieval precision as a strict unit test, revealing that popular memory frameworks like Mem0, Zep, and Hindsight have very low precision (0.05-0.09) and rely on LLMs to compensate. The article argues for zero-tolerance hard fail on precision for production memory infrastructure.