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okay, chatgpt suggested me to check

/var/lib/rancher/k3s/server/cred/encryption-config.json

And it was indeed generating different for the new node, while being the same for 2 existing nodes. I copied the file from one of 2 nodes to the new node after initialization, restarted, and now it works. LOL