diff --git a/package-lock.json b/package-lock.json
index 53f43bf..7622dfc 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -87,6 +87,7 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=18"
       },
@@ -110,6 +111,7 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=18"
       }
@@ -1051,6 +1053,7 @@
       "integrity": "sha512-B/gBuNg5SiMTrPkC+A2+cW0RszwxYmn6VYxB/inlBStS5nx6xHIt/ehKRhIMhqusl7a8LjQoZnjCs5vhwxOQ1g==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "fast-deep-equal": "^3.1.3",
         "fast-uri": "^3.0.1",
@@ -2184,6 +2187,7 @@
         }
       ],
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "nanoid": "^3.3.11",
         "picocolors": "^1.1.1",
@@ -2233,6 +2237,7 @@
       "integrity": "sha512-8sLjZwK0R+JlxlYcTuVnyT2v+htpdrjDOKuMcOVdYjt52Lh8hWRYpxBPoKx/Zg+bcjc3wx6fmQevMmUztS/ccA==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "cssesc": "^3.0.0",
         "util-deprecate": "^1.0.2"
@@ -2891,6 +2896,7 @@
       "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=12"
       },
@@ -3017,6 +3023,7 @@
       "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=12"
       },
diff --git a/tutorials/agentic-search/src/components/optimization/OptimizationSection.tsx b/tutorials/agentic-search/src/components/optimization/OptimizationSection.tsx
index ef31ad1..05fffa2 100644
--- a/tutorials/agentic-search/src/components/optimization/OptimizationSection.tsx
+++ b/tutorials/agentic-search/src/components/optimization/OptimizationSection.tsx
@@ -856,7 +856,7 @@ export function OptimizationSection() {
                   <span className="text-accent-primary font-bold">→</span>
                   <div>
                     <a 
-                      href="https://searchengineland.com/category/ai"
+                      href="https://searchengineland.com/library/ai-seo"
                       target="_blank"
                       rel="noopener noreferrer"
                       className="text-accent-primary hover:underline font-medium"