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The article analyzes the long-term reliability of open-source AI assistants after one month of use, highlighting issues like memory drift and permission creep. It compares Vellum, OpenClaw, and Hermes, noting Vellum's stability due to intentional memory systems while criticizing Hermes for behavioral degradation.