diff --git a/web/src/app/(main)/function/tasks/detail/_tabs/graph-tab.tsx b/web/src/app/(main)/function/tasks/detail/_tabs/graph-tab.tsx
index 6a483d2..6240bc9 100644
--- a/web/src/app/(main)/function/tasks/detail/_tabs/graph-tab.tsx
+++ b/web/src/app/(main)/function/tasks/detail/_tabs/graph-tab.tsx
@@ -10,16 +10,28 @@ import type { Edge, TaskNode } from "@/lib/types";
 export function GraphTab({ taskId }: { taskId: string }) {
   const [nodes, setNodes] = React.useState<TaskNode[]>([]);
   const [edges, setEdges] = React.useState<Edge[]>([]);
+  // 上一次图数据的签名:轮询拿到相同数据时跳过 setState,避免整图无谓重建(拖动时
+  // 才不会被 20s 轮询打断而顿挫)。只取影响渲染的字段。
+  const sigRef = React.useRef("");
 
   React.useEffect(() => {
     let cancelled = false;
+    sigRef.current = ""; // 换任务:强制下一次刷新
     const load = () => {
       api
         .explorationGraph(taskId)
         .then((g) => {
           if (cancelled) return;
-          setNodes(g.nodes ?? []);
-          setEdges(g.edges ?? []);
+          const ns = g.nodes ?? [];
+          const es = g.edges ?? [];
+          const sig = JSON.stringify([
+            ns.map((n) => [n.id, n.type, n.state, n.priority, n.payload]),
+            es.map((e) => [e.src, e.dst, e.rel]),
+          ]);
+          if (sig === sigRef.current) return; // 无变化 → 不重建
+          sigRef.current = sig;
+          setNodes(ns);
+          setEdges(es);
         })
         .catch(() => {
           /* keep last good data */
diff --git a/web/src/components/exploration-graph.tsx b/web/src/components/exploration-graph.tsx
index 49672fa..1fccfb5 100644
--- a/web/src/components/exploration-graph.tsx
+++ b/web/src/components/exploration-graph.tsx
@@ -444,6 +444,7 @@ function ExplorationGraphInner({
         fitView
         fitViewOptions={{ padding: 0.2 }}
         proOptions={{ hideAttribution: true }}
+        onlyRenderVisibleElements
         minZoom={0.1}
         className="!bg-[#f0f2f7] dark:!bg-neutral-950"
       >