Agentic Systems are Breaking Reliability Frameworks
Security teams have spent years building detection and response capabilities around a failure mode they understood well enough to instrument for. Typically, a service misbehaves, an alert fires and an engineer investigates. This kind of model worked because the systems producing the failures were deterministic enough that misbehavior was visible, measurable and attributable to a cause that a runbook could address. However, what agentic systems have introduced into that environment is a category of failure that looks nothing like the one the detection infrastructure was built to catch — a failure that completes successfully, logs nothing unusual, returns a clean status code and disappears into the transaction history while the damage it caused propagates quietly through every system the agent touched. “The governance gap this creates is not a configuration problem that a new tool can close,” says Shahid Ali Khan, principal engineer – DevOps at TestMu AI, an AI-native software testing platform. It is structural, rooted in […]









