You have two practical options:
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Stand up your own CA. You can do it with OpenSSL and there’s a lot of Google info out there.
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Keep using your self-signed cert, but add the public key to your trusted certs in the browser. If you’re in an Active Directory domain, this can be done automatically with group policy.