diff --git a/web/src/components/MemoEditor/hooks/useMemoInit.ts b/web/src/components/MemoEditor/hooks/useMemoInit.ts
index 6cdc0f8f6..704a64672 100644
--- a/web/src/components/MemoEditor/hooks/useMemoInit.ts
+++ b/web/src/components/MemoEditor/hooks/useMemoInit.ts
@@ -1,69 +1,40 @@
-import { useQueryClient } from "@tanstack/react-query";
 import { useEffect, useRef } from "react";
-import { memoKeys } from "@/hooks/useMemoQueries";
-import type { Visibility } from "@/types/proto/api/v1/memo_service_pb";
+import type { Memo, Visibility } from "@/types/proto/api/v1/memo_service_pb";
 import type { EditorRefActions } from "../Editor";
 import { cacheService, memoService } from "../services";
 import { useEditorContext } from "../state";
 
-export const useMemoInit = (
-  editorRef: React.RefObject<EditorRefActions | null>,
-  memoName: string | undefined,
-  cacheKey: string | undefined,
-  username: string,
-  autoFocus?: boolean,
-  defaultVisibility?: Visibility,
-) => {
+interface UseMemoInitOptions {
+  editorRef: React.RefObject<EditorRefActions | null>;
+  memo?: Memo;
+  cacheKey?: string;
+  username: string;
+  autoFocus?: boolean;
+  defaultVisibility?: Visibility;
+}
+
+export const useMemoInit = ({ editorRef, memo, cacheKey, username, autoFocus, defaultVisibility }: UseMemoInitOptions) => {
   const { actions, dispatch } = useEditorContext();
-  const queryClient = useQueryClient();
   const initializedRef = useRef(false);
 
   useEffect(() => {
     if (initializedRef.current) return;
     initializedRef.current = true;
 
-    const init = async () => {
-      dispatch(actions.setLoading("loading", true));
-
-      try {
-        if (memoName) {
-          // Force refetch from server to prevent stale data issues
-          // See: https://github.com/usememos/memos/issues/5470
-          await queryClient.invalidateQueries({ queryKey: memoKeys.detail(memoName) });
-
-          // Load existing memo
-          const loadedState = await memoService.load(memoName);
-          dispatch(
-            actions.initMemo({
-              content: loadedState.content,
-              metadata: loadedState.metadata,
-              timestamps: loadedState.timestamps,
-            }),
-          );
-        } else {
-          // Load from cache for new memo
-          const cachedContent = cacheService.load(cacheService.key(username, cacheKey));
-          if (cachedContent) {
-            dispatch(actions.updateContent(cachedContent));
-          }
-          // Apply default visibility for new memos
-          if (defaultVisibility !== undefined) {
-            dispatch(actions.setMetadata({ visibility: defaultVisibility }));
-          }
-        }
-      } catch (error) {
-        console.error("Failed to initialize editor:", error);
-      } finally {
-        dispatch(actions.setLoading("loading", false));
-
-        if (autoFocus) {
-          setTimeout(() => {
-            editorRef.current?.focus();
-          }, 100);
-        }
+    if (memo) {
+      dispatch(actions.initMemo(memoService.fromMemo(memo)));
+    } else {
+      const cachedContent = cacheService.load(cacheService.key(username, cacheKey));
+      if (cachedContent) {
+        dispatch(actions.updateContent(cachedContent));
       }
-    };
+      if (defaultVisibility !== undefined) {
+        dispatch(actions.setMetadata({ visibility: defaultVisibility }));
+      }
+    }
 
-    init();
-  }, [memoName, cacheKey, username, autoFocus, defaultVisibility, actions, dispatch, editorRef, queryClient]);
+    if (autoFocus) {
+      setTimeout(() => editorRef.current?.focus(), 100);
+    }
+  }, [memo, cacheKey, username, autoFocus, defaultVisibility, actions, dispatch, editorRef]);
 };
diff --git a/web/src/components/MemoEditor/index.tsx b/web/src/components/MemoEditor/index.tsx
index 1c20055df..53e70b00f 100644
--- a/web/src/components/MemoEditor/index.tsx
+++ b/web/src/components/MemoEditor/index.tsx
@@ -17,29 +17,16 @@ import { cacheService, errorService, memoService, validationService } from "./se
 import { EditorProvider, useEditorContext } from "./state";
 import type { MemoEditorProps } from "./types";
 
-const MemoEditor = (props: MemoEditorProps) => {
-  const { className, cacheKey, memoName, parentMemoName, autoFocus, placeholder, onConfirm, onCancel } = props;
-
-  return (
-    <EditorProvider>
-      <MemoEditorImpl
-        className={className}
-        cacheKey={cacheKey}
-        memoName={memoName}
-        parentMemoName={parentMemoName}
-        autoFocus={autoFocus}
-        placeholder={placeholder}
-        onConfirm={onConfirm}
-        onCancel={onCancel}
-      />
-    </EditorProvider>
-  );
-};
+const MemoEditor = (props: MemoEditorProps) => (
+  <EditorProvider>
+    <MemoEditorImpl {...props} />
+  </EditorProvider>
+);
 
 const MemoEditorImpl: React.FC<MemoEditorProps> = ({
   className,
   cacheKey,
-  memoName,
+  memo,
   parentMemoName,
   autoFocus,
   placeholder,
@@ -53,10 +40,12 @@ const MemoEditorImpl: React.FC<MemoEditorProps> = ({
   const { state, actions, dispatch } = useEditorContext();
   const { userGeneralSetting } = useAuth();
 
+  const memoName = memo?.name;
+
   // Get default visibility from user settings
   const defaultVisibility = userGeneralSetting?.memoVisibility ? convertVisibilityFromString(userGeneralSetting.memoVisibility) : undefined;
 
-  useMemoInit(editorRef, memoName, cacheKey, currentUser?.name ?? "", autoFocus, defaultVisibility);
+  useMemoInit({ editorRef, memo, cacheKey, username: currentUser?.name ?? "", autoFocus, defaultVisibility });
 
   // Auto-save content to localStorage
   useAutoSave(state.content, currentUser?.name ?? "", cacheKey);
diff --git a/web/src/components/MemoEditor/services/memoService.ts b/web/src/components/MemoEditor/services/memoService.ts
index 53b553293..db6338fc4 100644
--- a/web/src/components/MemoEditor/services/memoService.ts
+++ b/web/src/components/MemoEditor/services/memoService.ts
@@ -122,9 +122,8 @@ export const memoService = {
     return { memoName: memo.name, hasChanges: true };
   },
 
-  async load(memoName: string): Promise<EditorState> {
-    const memo = await memoServiceClient.getMemo({ name: memoName });
-
+  /** Build editor state from an already-loaded Memo entity (no network request). */
+  fromMemo(memo: Memo): EditorState {
     return {
       content: memo.content,
       metadata: {
@@ -135,11 +134,7 @@ export const memoService = {
       },
       ui: {
         isFocusMode: false,
-        isLoading: {
-          saving: false,
-          uploading: false,
-          loading: false,
-        },
+        isLoading: { saving: false, uploading: false, loading: false },
         isDragging: false,
         isComposing: false,
       },
diff --git a/web/src/components/MemoEditor/types/components.ts b/web/src/components/MemoEditor/types/components.ts
index 13f91ff48..df1a439be 100644
--- a/web/src/components/MemoEditor/types/components.ts
+++ b/web/src/components/MemoEditor/types/components.ts
@@ -8,7 +8,8 @@ export interface MemoEditorProps {
   className?: string;
   cacheKey?: string;
   placeholder?: string;
-  memoName?: string;
+  /** Existing memo to edit. When provided, the editor initializes from it without fetching. */
+  memo?: Memo;
   parentMemoName?: string;
   autoFocus?: boolean;
   onConfirm?: (memoName: string) => void;
diff --git a/web/src/components/MemoView/MemoView.tsx b/web/src/components/MemoView/MemoView.tsx
index fef97e7be..f59a3f676 100644
--- a/web/src/components/MemoView/MemoView.tsx
+++ b/web/src/components/MemoView/MemoView.tsx
@@ -31,8 +31,7 @@ const MemoView: React.FC<MemoViewProps> = (props: MemoViewProps) => {
   const { previewState, openPreview, setPreviewOpen } = useImagePreview();
   const { unpinMemo } = useMemoActions(memoData, isArchived);
 
-  const handleEditorConfirm = () => setShowEditor(false);
-  const handleEditorCancel = () => setShowEditor(false);
+  const closeEditor = () => setShowEditor(false);
   const openEditor = () => setShowEditor(true);
 
   const { handleGotoMemoDetailPage, handleMemoContentClick, handleMemoContentDoubleClick } = useMemoHandlers({
@@ -63,9 +62,9 @@ const MemoView: React.FC<MemoViewProps> = (props: MemoViewProps) => {
         autoFocus
         className="mb-2"
         cacheKey={`inline-memo-editor-${memoData.name}`}
-        memoName={memoData.name}
-        onConfirm={handleEditorConfirm}
-        onCancel={handleEditorCancel}
+        memo={memoData}
+        onConfirm={closeEditor}
+        onCancel={closeEditor}
       />
     );
   }