So the cost of an agent mistake or an agent failure is rising quite a bit as they get, you know, more broad.

I, I wanna add a couple of points here.

So there are many different failure modes, but there are couple of them which are definitely worth citing.

One is prompt injection, and the other one is memory poisoning.

With prompt injection, a malicious input can manipulate the agent into doing something that the safety features are supposed to block.

And with memory poisoning, the memory can get corrupted by an attacker, and they can control the behavior of the agent and the agent's actions because of the poisoning.

And most organization are not protecting the agent state at all today, even, even though agents are becoming mission-critical.

More specifically, delving deep into that, can you tell me what are those key product capabilities Agent Resilience needs to deliver in order to achieve that?