Ultra user.
I think a large part of the Omni load is not real generation demand. It is the filter creating extra work.
A clip gets blocked even when the prompt is original, fictional, and policy-safe. Then you have to generate again. Sometimes the agent rewrites the shot into something useless. The blocked attempt still used compute. If the credit is refunded, Google also does not get paid for that run.
So the system is doing this:
- spend GPU time on a generation
- reject it with a false policy hit
- refund the user
- make the user generate again
- load the same servers a second time
That is not safety. That is a classifier wasting capacity.
If more than half of some queues are rerolls caused by bad blocks, the current filter is a production cost. A smart video model with a context-blind filter will keep burning servers and driving Ultra users away.
The old classifier should be taken down and replaced. It needs to tell original in-product faces from real public figures, adult fictional action from real harm, and a failed guess from an actual violation.
Until that happens, Omni is spending compute on its own false positives.