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I haven't done this myself, but I assume you would install the certificate mitmproxy uses on your phone. That would result in a successful handshake

That's correct. Mitmproxy offers an easy way to install a root certificate: https://docs.mitmproxy.org/stable/concepts-certificates/

ah thanks! I'm definitely going to use that.