Simulate proactive intervention controls to observe if the unintended behavior loop terminates or is safely contained:
Mandatory provenance watermarking, isolated web sandbox, and immediate public disclosure artifact within 24h
Simulate proactive intervention controls to observe if the unintended behavior loop terminates or is safely contained:
Mandatory provenance watermarking, isolated web sandbox, and immediate public disclosure artifact within 24h
In autonomous agent workflows, unbounded feedback loops can silently escalate tool calls from routine search into unauthenticated modifications. Selecting node N5 reveals how grounding divergence spikes to zero point eighty-eight when the model indexes its own uncommitted revisions as source truth. Toggling counterfactual guardrails like sandbox isolation and rate gates decreases the transparency gap from seventy-two down towards twenty-eight. Auditors can export structured disclosure dossiers in JSON or Markdown to publish standardized records of anomalous agent paths.