diff --git a/.jules/bolt.md b/.jules/bolt.md
new file mode 100644
index 0000000..fb634a8
--- /dev/null
+++ b/.jules/bolt.md
@@ -0,0 +1,3 @@
+## 2024-04-06 - O(N) Icon Lookup Bottleneck
+**Learning:** The custom `IconifyIcon` wrapper iterates through all imported static icon sets for prefix-less icons on EVERY render of an icon. With hundreds of icons rendered on a page, this O(N) lookup (where N is the number of icon sets multiplied by their size) becomes a significant main-thread blocker during render.
+**Action:** Always cache/memoize the results of expensive, pure lookup functions that are called frequently during React renders, especially when dealing with large datasets like icon packs.
diff --git a/client/src/components/base/IconifyIcon.tsx b/client/src/components/base/IconifyIcon.tsx
index b48f0dc..72d49f8 100644
--- a/client/src/components/base/IconifyIcon.tsx
+++ b/client/src/components/base/IconifyIcon.tsx
@@ -33,18 +33,37 @@ const iconSets: Record<string, IconifyJSON> = {
   "mdi-light": mdiLightIcons,
 };
 
+// ⚡ Bolt Performance Optimization:
+// Cache the resolved icon data using a Map to avoid prototype pollution risks
+// and to cache negative lookups (when data is undefined) as well.
+// Although getIconData internally uses O(1) lookups, caching the result at the top level
+// saves redundant split operations and multiple set iterations on every render.
+const iconCache = new Map<string, any>();
+
 const iconData = (icon: string) => {
+  if (iconCache.has(icon)) return iconCache.get(icon);
+
   const [prefix, name] = icon.includes(":") ? icon.split(":") : ["", icon];
 
   if (prefix && iconSets[prefix]) {
     const data = getIconData(iconSets[prefix], name);
-    if (data) return data;
+    if (data) {
+      iconCache.set(icon, data);
+      return data;
+    }
   }
 
   for (const [_, icons] of Object.entries(iconSets)) {
     const data = getIconData(icons, name);
-    if (data) return data;
+    if (data) {
+      iconCache.set(icon, data);
+      return data;
+    }
   }
+
+  // Cache negative result
+  iconCache.set(icon, undefined);
+  return undefined;
 };
 
 const IconifyIcon = ({