diff --git a/lib/learn-links.ts b/lib/learn-links.ts
index dd0f4a1..513f4ef 100644
--- a/lib/learn-links.ts
+++ b/lib/learn-links.ts
@@ -5,14 +5,14 @@
  */
 const LEARN_URL_MAP: Record<string, string> = {
   // Performance Metrics
-  'developer.chrome.com/docs/lighthouse/performance/first-contentful-paint': 'https://ciphera.net/learn/first-contentful-paint',
-  'developer.chrome.com/docs/lighthouse/performance/lighthouse-largest-contentful-paint': 'https://ciphera.net/learn/largest-contentful-paint',
-  'developer.chrome.com/docs/lighthouse/performance/lighthouse-total-blocking-time': 'https://ciphera.net/learn/total-blocking-time',
-  'web.dev/articles/cls': 'https://ciphera.net/learn/cumulative-layout-shift',
-  'developer.chrome.com/docs/lighthouse/performance/speed-index': 'https://ciphera.net/learn/speed-index',
-  'web.dev/articles/inp': 'https://ciphera.net/learn/interaction-to-next-paint',
-  'developer.chrome.com/docs/lighthouse/performance/interactive': 'https://ciphera.net/learn/time-to-interactive',
-  'developer.chrome.com/docs/lighthouse/performance/lighthouse-max-potential-fid': 'https://ciphera.net/learn/max-potential-first-input-delay',
+  'developer.chrome.com/docs/lighthouse/performance/first-contentful-paint': 'https://ciphera.net/learn/pulse/first-contentful-paint',
+  'developer.chrome.com/docs/lighthouse/performance/lighthouse-largest-contentful-paint': 'https://ciphera.net/learn/pulse/largest-contentful-paint',
+  'developer.chrome.com/docs/lighthouse/performance/lighthouse-total-blocking-time': 'https://ciphera.net/learn/pulse/total-blocking-time',
+  'web.dev/articles/cls': 'https://ciphera.net/learn/pulse/cumulative-layout-shift',
+  'developer.chrome.com/docs/lighthouse/performance/speed-index': 'https://ciphera.net/learn/pulse/speed-index',
+  'web.dev/articles/inp': 'https://ciphera.net/learn/pulse/interaction-to-next-paint',
+  'developer.chrome.com/docs/lighthouse/performance/interactive': 'https://ciphera.net/learn/pulse/time-to-interactive',
+  'developer.chrome.com/docs/lighthouse/performance/lighthouse-max-potential-fid': 'https://ciphera.net/learn/pulse/max-potential-first-input-delay',
 }
 
 function normalizeUrl(url: string): string {