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As the blockchain ecosystem shifts from 'man-made design' to 'self-growth', planning by a single entity can hardly match the complex and changing market demands. Bitlayer constructs a self-regulating ecosystem capable of autonomous adjustment and continuous evolution through a tri-fold self-organization mechanism of 'community-driven, technological self-iteration, market self-adaptation' — not just a technical platform, but an 'organic living entity' that responds to environmental changes and self-optimizes. Its innovation not only addresses the pain points of blockchain 'ecological rigidity and iterative lag' but also redefines the logic of autonomous evolution in value networks.