The dialogue process initiated by Prime Minister Narendra Modi with Jammu and Kashmir's mainstream leadership can gain credibility by ending an "era of oppression and suppression" in the union territory and understanding that a dissenting voice is not a criminal act, PDP chief Mehbooba Mufti said.