Audit, Isolation, and Jailbreak Protection

A pilot agent usually runs with one friendly user, one dataset, and one broad service account. Nobody tries to misuse it, so nothing goes wrong. Production changes the conditions. Thousands of users send free text. The agent reads documents that the team did not write. It holds credentials to systems that move money, change records, or send email. At that point the question is no longer whether the model answers well. It is whether anyone can steer the agent into doing something the business never approved.…