diff --git a/.jules/bolt.md b/.jules/bolt.md
index b0f22698..73e5c8b8 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -6,3 +6,11 @@
 ## 2026-03-18 - O(N) aggregation over O(N*M) filters
 **Learning:** In React components with dynamically generated filter lists, using `.filter().length` inside a `.map()` results in O(N*M) time complexity, leading to sluggish renders with larger datasets.
 **Action:** Use `.reduce()` or a single loop inside `useMemo` to pre-calculate category counts in an O(N) pass instead.
+
+## 2026-03-19 - [Avoid reduce and some for hot loops in React]
+**Learning:** Using chained array methods like `.reduce` and multiple `.some` calls inside `useMemo` hooks can cause unnecessary allocations and performance degradation due to closures and object creations, especially when checking nested or multiple arrays.
+**Action:** Use simple `for` loops inside `useMemo` to combine multiple conditions, breaking early and avoiding callback allocations for faster single-pass validation or aggregation.
+
+## 2026-03-19 - [Avoid O(N*M) lookups inside list renders]
+**Learning:** Passing a callback that performs `.filter` on a full array down to child components that iterate over lists (like `FormBuilder` iterating over `fields` and calling `getFieldErrors(field.name)`) results in O(N*M) time complexity.
+**Action:** Replace callback filters with a single pass O(M) `.reduce` or loop inside a `useMemo` to construct a grouped hash map by ID, turning child component lookups into O(1).
diff --git a/frontend/src/components/BehaviorEditor/VisualEditor/VisualEditor.tsx b/frontend/src/components/BehaviorEditor/VisualEditor/VisualEditor.tsx
index 5b931d4c..cb811fa4 100644
--- a/frontend/src/components/BehaviorEditor/VisualEditor/VisualEditor.tsx
+++ b/frontend/src/components/BehaviorEditor/VisualEditor/VisualEditor.tsx
@@ -136,12 +136,24 @@ export const VisualEditor: React.FC<VisualEditorProps> = ({
     [fields, categories]
   );
 
+  // ⚡ Bolt optimization: Group validation errors by field in a single O(M) pass
+  // instead of filtering the array inside a callback for every single field O(N*M).
+  const fieldErrorsMap = useMemo(() => {
+    return validationErrors.reduce((acc, error) => {
+      if (!acc[error.field]) {
+        acc[error.field] = [];
+      }
+      acc[error.field].push(error);
+      return acc;
+    }, {} as Record<string, ValidationRule[]>);
+  }, [validationErrors]);
+
   // Get field errors
   const getFieldErrors = useCallback(
     (fieldName: string): ValidationRule[] => {
-      return validationErrors.filter((error) => error.field === fieldName);
+      return fieldErrorsMap[fieldName] || [];
     },
-    [validationErrors]
+    [fieldErrorsMap]
   );
 
   // Check if form has unsaved changes