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This article proposes a community governance and algorithm recommendation philosophy called 'Archipelago Ecological Algorithmic Isolation', which aims to solve the problem of community tone dilution caused by user growth through semantic vector immune blocking, local sandbox isolation of controversial topics, and private island non-retrieval mechanisms, achieving both scale and tone.