The most annoying bug in my local AI assistant was not that it refused to ask for permission. It was that it asked too often. I would give it a normal task like "read this PDF and tell me what is inside." The assistant would make a reasonable first move, ask for approval, run the command, and then immediately ask again for the next tiny probe. One task turned into a permission treadmill. The approval loop felt safe but unusable Approval prompts are good. I want a local a...