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The author discovered that Clawmem internally replicates a headless GitHub as its memory data layer, and believes this tool designed for agent memory would be more suitable as a multi-agent and multi-human collaboration platform. Since AI is already familiar with GitHub workflows, no additional training is needed. The project is open-source.