So today there are two modes:

1. The agent halts and waits for you to approve

2. The agent can fire the tool calls and keep working on other things and only at the end ask for the approvals it needs

It's not perfect, but it does work well in a lot of cases. Retrying is pretty simple because you can just tell the agent to re-run the same tool call and approve it then. As of right now approvals expire within 15min but I'm actually putting a PR up today to make this configurable.

Adding a human in the loop technically does limit how much can be done fully autonomously (e.g. via scheduled agents) but: a) I think the tradeoff is worth it b) it gives me peace of mind to let agents run unsupervised on a schedule for tasks that shouldn't require approval because I know they won't do something they weren't instructed to do when left unsupervised.

Nevertheless, it's a tricky design problem. I prefer the current approach to having to log into AgentPort and approve things from a "pending approvals list" there, but what do you think? What would make most sense to you?