Setting up approvals for an AI agent denying bug reports requires a robust human-in-the-loop workflow. First, when the AI identifies a report as invalid or duplicate, it doesn't deny it outright but instead flags it with a denial recommendation. This triggers an automated approval process, routing the specific report to a designated human reviewer, such as a QA lead or product manager. The AI must provide clear reasoning and supporting evidence for its proposed denial, enabling the human to make an informed decision. The reviewer then has the option to