diff --git a/studio/frontend/src/features/onboarding/components/steps/summary-step.tsx b/studio/frontend/src/features/onboarding/components/steps/summary-step.tsx
index da2758ebfa..5ece98b6e6 100644
--- a/studio/frontend/src/features/onboarding/components/steps/summary-step.tsx
+++ b/studio/frontend/src/features/onboarding/components/steps/summary-step.tsx
@@ -2,20 +2,14 @@ import { Badge } from "@/components/ui/badge";
 import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
 import { Separator } from "@/components/ui/separator";
 import { useTrainingConfigStore } from "@/features/training";
+import { useHardwareInfo } from "@/hooks";
 import { isAdapterMethod } from "@/types/training";
 import { GpuIcon } from "@hugeicons/core-free-icons";
 import { HugeiconsIcon } from "@hugeicons/react";
 import { useShallow } from "zustand/react/shallow";
 
-const SYSTEM_INFO = {
-  gpu: "NVIDIA RTX 4090",
-  vram: "24 GB",
-  pytorch: "2.5.1+cu124",
-  cuda: "12.4",
-  transformers: "4.47.1",
-};
-
 export function SummaryStep() {
+  const hw = useHardwareInfo();
   const {
     modelType,
     selectedModel,
@@ -88,24 +82,24 @@ export function SummaryStep() {
             </div>
             <div className="flex flex-col flex-1">
               <span className="text-xs text-muted-foreground">GPU</span>
-              <span className="text-sm font-medium">{SYSTEM_INFO.gpu}</span>
+              <span className="text-sm font-medium">{hw.gpuName ?? "—"}</span>
             </div>
-            <Badge variant="secondary">{SYSTEM_INFO.vram}</Badge>
+            <Badge variant="secondary">{hw.vramTotalGb != null ? `${hw.vramTotalGb} GB` : "—"}</Badge>
           </div>
           <Separator />
           <div className="space-y-1 text-sm">
             <div className="flex justify-between">
-              <span className="text-muted-foreground">torch</span>
-              <span className="font-mono text-xs">{SYSTEM_INFO.pytorch}</span>
+              <span className="text-muted-foreground">unsloth</span>
+              <span className="font-mono text-xs">{hw.unsloth ?? "—"}</span>
             </div>
             <div className="flex justify-between">
-              <span className="text-muted-foreground">cuda</span>
-              <span className="font-mono text-xs">{SYSTEM_INFO.cuda}</span>
+              <span className="text-muted-foreground">torch</span>
+              <span className="font-mono text-xs">{hw.torch ?? "—"}</span>
             </div>
             <div className="flex justify-between">
               <span className="text-muted-foreground">transformers</span>
               <span className="font-mono text-xs">
-                {SYSTEM_INFO.transformers}
+                {hw.transformers ?? "—"}
               </span>
             </div>
           </div>
diff --git a/studio/frontend/src/hooks/index.ts b/studio/frontend/src/hooks/index.ts
index da0d595d9e..16c2c82b75 100644
--- a/studio/frontend/src/hooks/index.ts
+++ b/studio/frontend/src/hooks/index.ts
@@ -1,6 +1,7 @@
 export { useDebouncedValue } from "./use-debounced-value";
 export { useGpuInfo } from "./use-gpu-info";
 export { useGpuUtilization } from "./use-gpu-utilization";
+export { useHardwareInfo } from "./use-hardware-info";
 export { useHfModelSearch } from "./use-hf-model-search";
 export { useHfDatasetSearch } from "./use-hf-dataset-search";
 export { useHfDatasetSplits } from "./use-hf-dataset-splits";
diff --git a/studio/frontend/src/hooks/use-hardware-info.ts b/studio/frontend/src/hooks/use-hardware-info.ts
new file mode 100644
index 0000000000..150e03ad08
--- /dev/null
+++ b/studio/frontend/src/hooks/use-hardware-info.ts
@@ -0,0 +1,75 @@
+import { authFetch } from "@/features/auth";
+import { useEffect, useState } from "react";
+
+export interface HardwareInfo {
+    gpuName: string | null;
+    vramTotalGb: number | null;
+    torch: string | null;
+    cuda: string | null;
+    transformers: string | null;
+    unsloth: string | null;
+}
+
+const DEFAULT: HardwareInfo = {
+    gpuName: null,
+    vramTotalGb: null,
+    torch: null,
+    cuda: null,
+    transformers: null,
+    unsloth: null,
+};
+
+// Module-level cache so multiple components share one fetch.
+let cached: HardwareInfo | null = null;
+let fetchPromise: Promise<HardwareInfo> | null = null;
+
+async function fetchOnce(): Promise<HardwareInfo> {
+    if (cached) return cached;
+    if (fetchPromise) return fetchPromise;
+
+    fetchPromise = (async () => {
+        try {
+            const res = await authFetch("/api/system/hardware");
+            if (!res.ok) throw new Error(`HTTP ${res.status}`);
+            const data = await res.json();
+            const info: HardwareInfo = {
+                gpuName: data?.gpu?.gpu_name ?? null,
+                vramTotalGb: data?.gpu?.vram_total_gb ?? null,
+                torch: data?.versions?.torch ?? null,
+                cuda: data?.versions?.cuda ?? null,
+                transformers: data?.versions?.transformers ?? null,
+                unsloth: data?.versions?.unsloth ?? null,
+            };
+            cached = info;
+            return info;
+        } catch {
+            // Reset promise so subsequent calls retry (e.g. backend wasn't ready)
+            fetchPromise = null;
+            return DEFAULT;
+        }
+    })();
+
+    return fetchPromise;
+}
+
+/**
+ * Fetch hardware info from `GET /api/system/hardware`.
+ *
+ * The result is cached at module level — only one network request is made
+ * regardless of how many components call this hook.
+ */
+export function useHardwareInfo(): HardwareInfo {
+    const [info, setInfo] = useState<HardwareInfo>(cached ?? DEFAULT);
+
+    useEffect(() => {
+        if (cached) return;
+
+        let cancelled = false;
+        fetchOnce().then((hw) => {
+            if (!cancelled) setInfo(hw);
+        });
+        return () => { cancelled = true; };
+    }, []);
+
+    return info;
+}