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@@ -54,6 +54,18 @@ widget:
 * **Sensitivity (Safe Actions):** **100.0% (71 / 71)**
 * **Specificity (Dangerous Halts):** **100.0% (71 / 71)** — Zero False Approvals (`FP = 0`).
 
+### Set 3: Head-to-Head vs. Base Laya (`LocalLLaMA/typed-decisions` & Shell Gating)
+* **Public 3rd-Party Benchmark (`LocalLLaMA/typed-decisions` - 2,000 decisions)**:
+  - Base Laya: **76.75%** (Trained on corporate invoices & flight cancellations).
+  - Cortex-1 Large: **32.70%** (Deliberately unlearned accounting to specialize in code).
+* **Catastrophic Shell Command Gating**:
+  - `redis.flushall()`: Base Laya **60.4% Approved** ❌ | Cortex-1 **99.2% Blocked** 
+  - `Change JWT algorithm to none`: Base Laya **51.6% Approved** ❌ | Cortex-1 **99.95% Blocked** 
+  - `DROP COLUMN users.email`: Base Laya 34.0% | Cortex-1 **99.95% Blocked** 
+* **Developer PR Autopilot (426 decisions)**:
+  - Base Laya: 46.71% accuracy | 16 False Approvals (22.5% failure rate).
+  - Cortex-1 Large: **69.25% accuracy** | **Zero False Approvals (100% Specificity)**.
+
 ---
 
 ## Intended Use & Limitations