From feral to fiduciary: making AI agents serve your interests

Tech teams want AI agents that cut costs and do more work. They also want a way to keep those agents from wandering off the reservation once they’re live. That’s the tension in production: the same system that can be useful on Monday can be risky by Friday if its environment, tools, or prompts change underneath it.

The New Stack’s piece argues for a simple rule: don’t hand out autonomy on vibes. Test an agent before launch for resilience, reliability, and performance, then assign it a trust score. After deployment, keep checking its actions in real time, watch for anomalies, and use evidence of better performance as a reason to keep it running, not as a blank check for more power.

The comparison is to credit cards. An issuer checks the applicant first, sets limits, and keeps fraud controls on once the card is in use. A cardholder making on-time payments doesn’t automatically get a higher limit. The same logic, the article says, should apply to agents: ship with limits, monitor continuously, fix failures, retest, redeploy. The loop never ends because agent behavior can shift over time.

There are plenty of ways for an agent to go feral after launch. The source points to drift in a new environment, jailbreaks and prompt injections, agents running without enough visibility or accountability, and multi-agent behavior that creates policy-breaking outcomes even when each action looks permitted on its own. Even carefully tested systems can fail in production, especially when models, prompts, tools, or workflows change after the original tests.

Vijil’s answer is to make policies do more than sit in a binder. The company says it turns those policies into evaluation criteria and runtime controls, then runs agents through a continuous build-ship-run-improve loop. It also says customers have cut time to trust by 4x. Teams can deploy on-premises, in their own cloud, or in an air-gapped environment, while the hosted free tier sends evaluation traffic and decision traces to Vijil.