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Is there a way I can make sure my peer does support taproot channels?
Yes you can via cli the command should be:
lncli listpeers | jq '.peers[] | select(.pub_key=="<peer_pubkey>") | .features'
if the peer is not connected, connect first:
lncli connect <peer_pubkey>@<host>:<port>
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