Nagasone-san did say that he was the one who went after Percival-san and Velvet-san... and he mentioned getting answers from Craftly-san in exchange for doing it. So, I think that fits...

[She thinks back to Friday morning.]

I think what he told him was what he told us initially... about ending the ritual early if we kill the Prophets.