Why Checking One Prompt at a Time Isn't Enough to Stop a Real Attack.
Most AI safety filters check each message on its own. The attacks that succeed spread a harmful request across many messages, or remove the safety directly from an open model's weights. Here is how they work, and what to do about it.
To poison your AI, an attacker no longer has to breach you. They just publish.
The open web your AI reads is an attack surface most teams are not watching. Here is the gap, shown with one live search, and how to close it this week.
