MemFail: Stress-Testing Failure Modes of LLM Memory Systems

In three linesMemFail is a diagnostic benchmark isolating failure modes of modern LLM memory systems. Authors formalize these systems as composition of three operations (summarization, storage, retrieval) and construct five adversarial datasets to test each. Evaluation of four SOTA systems reveals architectural tradeoffs.

Summary generated by Claude — human-verified