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This paper provides an in-depth analysis of the ssh_exchange_identification: Connection closed by remote host error encountered when using Git Bash in Windows environments. Through detailed examination of core issues including SSH key format problems and network configuration conflicts, combined with specific debugging steps and solutions, it offers developers a comprehensive troubleshooting guide. Based on real-world cases, the article covers multiple technical aspects such as key verification, network adapter conflicts, and firewall configuration, helping readers fundamentally understand and resolve SSH connection issues.