
Most AI agent tools treat launch day as the finish line. You upload your knowledge, publish, and the agent just runs. Forever, as far as the system's concerned. Nothing ever checks back in and asks if it still holds up.
That's a real problem once an agent is actually making someone money. Knowledge goes stale, prices change, policies get updated, and an agent keeps answering with the same confidence whether it's right or not. Revenue coming in doesn't tell you anything about whether the knowledge behind it expired. If anything it hides the problem, because nobody goes looking while the money's still showing up.