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I solved the problem by changing the StartupType of the ssh-agent to Manual via Set-Service ssh-agent -StartupType Manual.
Manual
Set-Service ssh-agent -StartupType Manual
Then I was able to start the service via Start-Service ssh-agent or just ssh-agent.exe.
Start-Service ssh-agent
ssh-agent.exe