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Why: showing the seed admin account on the login screen is unsafe for production deployments. How to apply: store identifier/password in localStorage when "记住密码" is checked, restore them on mount, and drop the demo credentials panel. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>