diff --git a/studio/frontend/src/app/routes/__root.tsx b/studio/frontend/src/app/routes/__root.tsx
index 47bff815e6..69f9c26fb0 100644
--- a/studio/frontend/src/app/routes/__root.tsx
+++ b/studio/frontend/src/app/routes/__root.tsx
@@ -5,6 +5,7 @@ import { AppSidebar } from "@/components/app-sidebar";
 import { Navbar } from "@/components/navbar";
 import { fetchDeviceType, usePlatformStore } from "@/config/env";
 import { SidebarInset, SidebarProvider } from "@/components/ui/sidebar";
+import { IngestionToastStack } from "@/features/rag/components/ingestion-toast-stack";
 import { SettingsDialog, useSettingsDialogStore } from "@/features/settings";
 import { useTrainingUnloadGuard } from "@/features/training/hooks/use-training-unload-guard";
 import { useSidebarPin } from "@/hooks/use-sidebar-pin";
@@ -114,6 +115,7 @@ function RootLayout() {
   return (
     <AppProvider>
       <SettingsDialog />
+      <IngestionToastStack />
       {hideNavbar ? (
         <main className="flex-1">
           <Suspense fallback={RouteFallback}>
diff --git a/studio/frontend/src/features/rag/components/ingestion-toast-stack.tsx b/studio/frontend/src/features/rag/components/ingestion-toast-stack.tsx
new file mode 100644
index 0000000000..ad824c7111
--- /dev/null
+++ b/studio/frontend/src/features/rag/components/ingestion-toast-stack.tsx
@@ -0,0 +1,114 @@
+// SPDX-License-Identifier: AGPL-3.0-only
+// Copyright 2026-present the Unsloth AI Inc. team. All rights reserved. See /studio/LICENSE.AGPL-3.0
+
+import { Button } from "@/components/ui/button";
+import { Cancel01Icon } from "@hugeicons/core-free-icons";
+import { HugeiconsIcon } from "@hugeicons/react";
+import { AnimatePresence, motion, useReducedMotion } from "motion/react";
+import { useEffect, useState } from "react";
+import { useRagStore } from "../stores/rag-store";
+import { IngestionProgress } from "./ingestion-progress";
+
+/**
+ * Floating progress stack for in-flight RAG ingestion jobs.
+ *
+ * Watches the rag-store `jobs` map (populated by `subscribeJob`) and
+ * renders one card per job that's neither completed nor errored. On
+ * completion the card stays for a few seconds with a success state
+ * before fading out, so users notice the run finished even if they
+ * weren't watching the per-doc progress chips.
+ *
+ * Mounted once at the app root (`__root.tsx`) so it follows users
+ * across pages.
+ */
+
+const DISMISS_DELAY_MS = 4000;
+
+export function IngestionToastStack() {
+  const jobs = useRagStore((s) => s.jobs);
+  const reduced = useReducedMotion();
+  // Per-job timeout handles so terminal toasts auto-dismiss.
+  const [dismissedJobs, setDismissedJobs] = useState<Set<string>>(
+    () => new Set(),
+  );
+
+  // Schedule auto-dismiss for jobs that have reached a terminal state.
+  useEffect(() => {
+    const timers: ReturnType<typeof setTimeout>[] = [];
+    for (const [jobId, event] of Object.entries(jobs)) {
+      if (
+        (event.type === "complete" || event.type === "error") &&
+        !dismissedJobs.has(jobId)
+      ) {
+        timers.push(
+          setTimeout(() => {
+            setDismissedJobs((prev) => {
+              const next = new Set(prev);
+              next.add(jobId);
+              return next;
+            });
+          }, DISMISS_DELAY_MS),
+        );
+      }
+    }
+    return () => timers.forEach(clearTimeout);
+  }, [jobs, dismissedJobs]);
+
+  const visible = Object.entries(jobs).filter(
+    ([jobId]) => !dismissedJobs.has(jobId),
+  );
+  if (visible.length === 0) return null;
+
+  return (
+    <div className="pointer-events-none fixed right-4 bottom-4 z-50 flex w-72 flex-col gap-2">
+      <AnimatePresence initial={false}>
+        {visible.map(([jobId, event]) => {
+          const isTerminal =
+            event.type === "complete" || event.type === "error";
+          const isError = event.type === "error";
+          return (
+            <motion.div
+              key={jobId}
+              layout
+              initial={reduced ? false : { opacity: 0, y: 12 }}
+              animate={{ opacity: 1, y: 0 }}
+              exit={
+                reduced ? { opacity: 0 } : { opacity: 0, y: 12 }
+              }
+              transition={{ duration: reduced ? 0 : 0.15 }}
+              className="pointer-events-auto rounded-md border border-border bg-popover px-3 py-2 shadow-md"
+            >
+              <div className="flex items-start justify-between gap-2">
+                <div className="flex min-w-0 flex-col gap-0.5">
+                  <span className="truncate text-xs font-medium">
+                    {isError
+                      ? "Ingestion failed"
+                      : event.type === "complete"
+                        ? "Indexed"
+                        : "Indexing document"}
+                  </span>
+                  <IngestionProgress jobId={jobId} className="mt-0.5" />
+                </div>
+                <Button
+                  variant="ghost"
+                  size="icon"
+                  aria-label="Dismiss"
+                  className="h-5 w-5 shrink-0 text-muted-foreground hover:text-foreground"
+                  onClick={() => {
+                    setDismissedJobs((prev) => {
+                      const next = new Set(prev);
+                      next.add(jobId);
+                      return next;
+                    });
+                  }}
+                >
+                  <HugeiconsIcon icon={Cancel01Icon} size={12} />
+                </Button>
+              </div>
+            </motion.div>
+          );
+        })}
+      </AnimatePresence>
+    </div>
+  );
+}