I have a 2-stage agent that analyzes all of the DOM content (including pop up ads). If anything remotely resembles a scam, it passes the DOM content to a second “judge” LLM that’s more powerful and has a ton of criteria for top scam techniques.
The goal of the 2 stage agent is to prevent resource consumption when something isn’t a scam/harmful, and reduce false positives by doing a second pass if something flags.
