I think we should aim to move these security violation rules away from the prompt, to a deterministic place. Not sure how your orchestrator works, but is it possible to add a check between the agent's decision and its execution? e.g. the agent decides to read a file, that decision goes somewhere that checks if the agent has permission to do that or not before it actually reads the file.