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4 changes: 3 additions & 1 deletion research/012_the_engineered_liability_stack.md
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Expand Up @@ -35,7 +35,7 @@ This analysis outlines why these two frameworks create the only defensible archi
5. **Evolve & Educate:** Red-teaming against threats like "AgentPoison".

<div align="center">
<img src="../assets/EFA_AI SAFE2_E7_v2.png" alt="Forensics to Prevention Governance Layer" width="100%" />
<img src="../assets/AI Governance Engineered Certainty Stack v3.png" alt="Forensics to Prevention Governance Layer" width="100%" />
</div>

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Expand Down Expand Up @@ -100,3 +100,5 @@ The "Move Fast and Break Things" Era is Over. In the age of Agentic AI, **"If yo
* **Existential Risk:** Without EFA, your organization risks "Agency Leakage"—slowly ceding decision-making power to software until you no longer understand why your company is making decisions.

**The Bottom Line:** Combining EFA and AI SAFE² is the difference between **Forensics** (figuring out why you died) and **Security** (staying alive). It turns "Safe AI" from a vague wish into a distinct, engineered reality.

> *Next Step Integration of [**EFA & AI SAFE²**](013_the_7_layer_stack.md)*