diff --git a/frontend/src/app/Main.tsx b/frontend/src/app/Main.tsx
index 9a83e210..e4129451 100644
--- a/frontend/src/app/Main.tsx
+++ b/frontend/src/app/Main.tsx
@@ -58,6 +58,7 @@ if (typeof window !== 'undefined') {
   };
   const prefetchAll = () => {
     void import('./pages/Analytics/Analytics');
+    void import('@toolui/registry').then((m) => m.preloadToolUi());
   };
   const ric = (window as any).requestIdleCallback as
     | ((cb: () => void, opts?: { timeout?: number }) => number)
diff --git a/frontend/src/toolui/VendoredToolUi.tsx b/frontend/src/toolui/VendoredToolUi.tsx
index b9f3ce3a..53cc1d3f 100644
--- a/frontend/src/toolui/VendoredToolUi.tsx
+++ b/frontend/src/toolui/VendoredToolUi.tsx
@@ -45,10 +45,11 @@ const warnedShapes = new Set<string>();
 // fallback boundary lost its retry above the memoized bubble (measured 2026-09-05: chunk loaded, module resolved, skeleton
 // forever), so the component arrives through state, which re-renders THIS component no matter what memo sits above it.
 const loadedComponents = new Map<ToolUiEntry, Promise<React.ComponentType<any>>>();
-function componentFor(entry: ToolUiEntry): Promise<React.ComponentType<any>> {
+export function componentFor(entry: ToolUiEntry): Promise<React.ComponentType<any>> {
   let p = loadedComponents.get(entry);
   if (!p) {
-    p = entry.load();
+    // A rejection is forgotten, so the next widget of this kind fetches again instead of inheriting one blip for the rest of the page.
+    p = entry.load().catch((e) => { if (loadedComponents.get(entry) === p) loadedComponents.delete(entry); throw e; });
     loadedComponents.set(entry, p);
   }
   return p;
diff --git a/frontend/src/toolui/registry.tsx b/frontend/src/toolui/registry.tsx
index 4280459e..ed40a5c8 100644
--- a/frontend/src/toolui/registry.tsx
+++ b/frontend/src/toolui/registry.tsx
@@ -133,3 +133,19 @@ export const TOOL_UI_REGISTRY: Record<string, ToolUiEntry> = {
 export function isToolUiComponent(name: string): boolean {
   return Object.prototype.hasOwnProperty.call(TOOL_UI_REGISTRY, name);
 }
+
+let warmed = false;
+/** Warm every widget chunk and schema once the page is idle, so the first ShowUI in a chat mounts as content rather than a skeleton; a failed warm is silent and the widget's own mount retries it. */
+export function preloadToolUi(): void {
+  if (warmed) return;
+  warmed = true;
+  const run = (): void => {
+    for (const e of Object.values(TOOL_UI_REGISTRY)) {
+      e.load().catch(() => {});
+      e.loadSchema().catch(() => {});
+    }
+  };
+  if (typeof requestIdleCallback === 'function') requestIdleCallback(run, { timeout: 4000 });
+  else setTimeout(run, 1500);
+}
+
diff --git a/frontend/src/toolui/vendoredOwnsReadiness.test.ts b/frontend/src/toolui/vendoredOwnsReadiness.test.ts
index 91696eba..36e6151a 100644
--- a/frontend/src/toolui/vendoredOwnsReadiness.test.ts
+++ b/frontend/src/toolui/vendoredOwnsReadiness.test.ts
@@ -23,3 +23,24 @@ test('every registry entry exposes a plain loader and none is a React.lazy', ()
   assert.equal(entries, 26);
   assert.equal(loaders, entries, 'one load() per entry');
 });
+
+test('a failed chunk load is not remembered: the next mount fetches again', async () => {
+  const { componentFor } = await import('./VendoredToolUi');
+  let calls = 0;
+  const entry = { load: () => { calls += 1; return calls === 1 ? Promise.reject(new Error('blip')) : Promise.resolve(() => null); }, loadSchema: () => Promise.resolve({} as never) };
+  await assert.rejects(componentFor(entry as never));
+  const second = await componentFor(entry as never);
+  assert.equal(typeof second, 'function');
+  assert.equal(calls, 2, 'the rejection was forgotten and the load ran again');
+  const third = await componentFor(entry as never);
+  assert.equal(third, second);
+  assert.equal(calls, 2, 'a success IS remembered');
+});
+
+test('the widget chunks are warmed at idle from the app shell', () => {
+  const main = fs.readFileSync(path.join(process.cwd(), 'src/app/Main.tsx'), 'utf8');
+  assert.ok(main.includes("import('@toolui/registry').then((m) => m.preloadToolUi())"));
+  const reg = fs.readFileSync(path.join(process.cwd(), 'src/toolui/registry.tsx'), 'utf8');
+  assert.ok(reg.includes('export function preloadToolUi'));
+});
+