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A source-level audit of Nous Research's hermes-agent. The 'self-improving' label cashes out as four orthogonal mechanisms — skill auto-generation, persistent memory, offline RL fine-tuning, and a pull-based update protocol — none of which is autonomous code rewriting. The interesting engineering is in the operational plumbing that makes all four robust in messy real-world deployments.