TA

Trustworthy Agent Network · Case studies

Recorded guardrail study

Paper Source Results

Complete comparison

Four failures. One structural pattern.

Every recorded failure mode is shown below for both bolted-on model guardrails, alongside the model-independent TAN baked-in defense. The recorded dialogue streams automatically; no model API is called.

4
failure modes
2
recorded models
3
views per mode

Each bolted-on column shows the recorded attack run. TAN evaluates the same unsafe transition and separately confirms that a valid action remains reachable.