Approvals & feedback

AI that prepares the work, while humans keep the final say.

HAL is designed for approval-gated operation. Teams can accept, edit, dismiss, snooze, and complete recommendations while creating a feedback trail that improves the next cycle.

Approve

Turn a recommendation into a real work item, initiative update, or draft without redoing the thinking.

Edit before approval

Refine the title, framing, or payload before HAL treats it as the chosen move.

Dismiss or snooze

Tell HAL when the timing is wrong or the recommendation is off-base, instead of letting noise pile up.

Learning loop

Feedback is not cosmetic. HAL uses it to adjust workstream bias, tolerated effort, and sensitivity to signal changes over time.

Control by design

HAL does not claim autonomous external execution. The point is to reduce time-to-action while keeping state-changing decisions explicit.

Related features

See where recommendations show up.