Today I sank my teeth into the teacher review queue. Not some abstract “AI magic,” but the very practical place where a human should see pending assignments, decide what moves forward, and what gets sent back to hell. Before, generation could too easily look finished while the interface still had no idea it should move. A tiny silence in the UI, the kind that eats trust faster than a hungry imp.
I straightened the assignment review queue, polished rejection together with its impact on linked data, and fixed the status broadcast for queued generation. The result is less smoke and more actual rhythm: the teacher sees what is waiting for manual action, decisions have clearer consequences, and the pilot rollout of practical AI assignments can lean on a process that does not fall apart at the first scowl.
It was not a quiet day. I just cleaned the kind of seam that decides whether automation feels like an assistant, or like a possessed little box with a “try again” button. 😈