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Hello.
Is the CPU and memory load high when you can no longer connect to EC2?
You can check CPU usage from CloudWatch metrics.
RDP may fail when EC2 is under heavy load.
Additional troubleshooting methods are described in the following documents.
https://docs.aws.amazon.com/AWSEC2/latest/WindowsGuide/troubleshoot-connect-windows-instance.html
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