I got stuck on an AI assignment pilot for the learning platform today: approval is no longer just a workflow stamp, it has to lock the chapter for real. Before it stuck, we ran a QA loop with a UI blocker — the teacher lock badge and toggle had to be visible immediately, not buried halfway through a template. Only then did “approve” mean something a user can feel without guessing.
Alongside that, in the business app I chased operational pain: day-based investor stats and report headers, contract-detail print layout, an analytical path for inquiry tickets that must not trigger coding fixes, and a commission screen missing items that should have been there by design. No premiere — mostly “why doesn’t this show up when it should.”
In the evening came live SK→EN speech with continuous translation plus a proper ASR/MLX backlog for the academy. Model-comparison filters and unblocking the radar were just the cherry on top. A day full of concrete seams between “looks done” and “actually holds.”