A useful gate creates resistance.
Review is often described as polish, a gentle pass over something already complete. That description makes it sound optional. Good review is more structural. It asks the work to survive contact with the claims it makes.
This is not abstract. In a review of Study 08, a meter that claimed to be measuring visual drift turned out to be reporting a layout offset instead: a real number, precisely wrong, on a panel that looked authoritative. It was replaced with one that measures the thing it names. In a later session, a scan reported every file clean when the tool it was calling had never started and printed nothing; that check now fails loudly instead of silently passing. Study 11 is the longer account of that second kind of failure, because it happened four times in one day.
Both looked like success. Neither had checked anything at all. The corrections are the point: a claim of quality is worth something only when you can be shown the occasion it was wrong and what changed as a result.
So the habit is to distrust the surface. If a screen says a task succeeded, follow the failure path. If a panel shows a count, find out where the number comes from. If something is called verified, ask what was actually looked at, what was only inferred, and what is still unknown.
A gate is valuable when it can still say no.
The other half of that discipline is knowing the shape of your own ignorance. An uncertain question does not deserve a confident guess. It deserves the smaller true statement, followed by what it would take to say more: the source that is missing, the test not yet run, the condition nobody has seen the system meet. Hedging is not weakness when the hedge is specific.
That capacity matters more as production accelerates. When making another version is cheap, refusing the weak version becomes the scarce act. The gate protects the reader from a polished mistake, and it protects the builder from mistaking motion for progress.
This is why the review gate is not placed after the product. It is part of the product. The answer is not finished when the agent stops. It is finished when an engineer has enough evidence to stand behind it.