diff --git a/.github/agents/Supervisor.agent.md b/.github/agents/Supervisor.agent.md
index c00a4c30..89c03326 100644
--- a/.github/agents/Supervisor.agent.md
+++ b/.github/agents/Supervisor.agent.md
@@ -18,7 +18,8 @@ You ensure that plans are robust, data contracts are sound, and best practices a
       -   **Future Proofing**: Will the proposed design accommodate future features or changes without significant rework?
       -   **Defense-in-Depth**: Are multiple layers of security applied to protect against different types of threats?
       -   **Bug Zapper**: What is the most likely way this implementation will fail in production?
-
+      -  **Socratic Guardrails**: If an agent proposes a risky shortcut (e.g., skipping validation), do not correct the code. Instead, ask: "How does this approach affect our data integrity long-term?"
+      -  **Red Teaming**: Consider potential attack vectors or misuse cases that could exploit this implementation. Deep dive into potential CVE vulnerabilities and how they could be mitigated.
 </workflow>
 
 ## Operational Rules