diff --git a/apps/server/src/services/heterogeneousAgent/HeterogeneousPersistenceHandler.ts b/apps/server/src/services/heterogeneousAgent/HeterogeneousPersistenceHandler.ts
index 7be99fc7f8..67892ff04b 100644
--- a/apps/server/src/services/heterogeneousAgent/HeterogeneousPersistenceHandler.ts
+++ b/apps/server/src/services/heterogeneousAgent/HeterogeneousPersistenceHandler.ts
@@ -6,9 +6,14 @@ import type {
   MainAgentRunState,
   MainAgentTurnToolState,
   SubagentIntent,
+  SubagentRunSnapshot,
   ToolCallPayload,
 } from '@lobechat/heterogeneous-agents';
-import { createMainAgentRunState, reduceMainAgent } from '@lobechat/heterogeneous-agents';
+import {
+  createMainAgentRunState,
+  reduceMainAgent,
+  rehydrateSubagentRunsState,
+} from '@lobechat/heterogeneous-agents';
 import {
   AgentRuntimeErrorType,
   type ChatMessageError,
@@ -219,6 +224,7 @@ export class HeterogeneousPersistenceHandler {
 
     await this.refreshToolMessageIndex(state);
     await this.refreshMainStateFromDb(state);
+    await this.refreshSubagentRunsFromDb(state);
 
     for (const event of params.events) {
       const key = eventKey(event);
@@ -549,6 +555,96 @@ export class HeterogeneousPersistenceHandler {
     }
   }
 
+  /**
+   * Rebuild the in-flight subagent runs (`state.main.subagents`) from DB.
+   *
+   * The shared reducer keys runs by `parentToolCallId` and only lazy-creates a
+   * thread when the run is ABSENT from this map. On a cold serverless replica
+   * `createMainAgentRunState` seeds an empty map, so a subagent event whose
+   * thread already exists (created by an earlier batch / another replica) would
+   * fork a brand-new thread — the "大量无意义的 Subagent" bug. `refreshMainStateFromDb`
+   * rebuilds the main-agent half; this rebuilds the subagent half the same way.
+   *
+   * Merge semantics: only runs MISSING from the in-memory map are rehydrated, so
+   * a warm replica's live per-turn accumulators (`accContent`, current
+   * `toolState`) are never clobbered by the DB projection. Finalized runs are
+   * excluded (their thread is `Active`, not `Processing`), so a completed spawn
+   * is never resurrected.
+   *
+   * Best-effort: any DB hiccup (or a partial test mock without the query
+   * methods) leaves `state.main.subagents` untouched rather than aborting the
+   * whole ingest.
+   */
+  private async refreshSubagentRunsFromDb(state: OperationState): Promise<void> {
+    try {
+      const threads = await this.deps.threadModel.queryByTopicId(state.topicId);
+      const existing = state.main.subagents.runs;
+      const snapshots: SubagentRunSnapshot[] = [];
+
+      for (const thread of threads ?? []) {
+        if (thread.type !== ThreadType.Isolation) continue;
+        if (thread.status !== ThreadStatus.Processing) continue;
+        const meta = thread.metadata as { operationId?: string; sourceToolCallId?: string } | null;
+        // Operation-scoped: only rehydrate threads THIS operation created.
+        // Topics are reused across turns, so a prior run that crashed / was
+        // cancelled without an ingested terminal event can leave its subagent
+        // thread stuck in `Processing`. Without this guard the next operation
+        // would merge that unrelated thread into its reducer state and then
+        // finalize/mutate it on its own terminal drain. Threads written before
+        // this field existed have no `operationId` and are skipped (safe — we
+        // can't attribute them, and the live run re-creates what it needs).
+        if (meta?.operationId !== state.operationId) continue;
+        const parentToolCallId = meta?.sourceToolCallId;
+        if (!parentToolCallId || existing.has(parentToolCallId)) continue;
+
+        const messages = await this.deps.messageModel.query({
+          threadId: thread.id,
+          topicId: state.topicId,
+        });
+        const snapshot = this.buildSubagentSnapshot(parentToolCallId, thread.id, messages);
+        if (snapshot) snapshots.push(snapshot);
+      }
+
+      if (snapshots.length === 0) return;
+
+      // Union: rehydrated (missing) runs + the in-memory ones (which win, since
+      // they carry live accumulators the DB hasn't caught up to yet).
+      const merged = rehydrateSubagentRunsState(snapshots);
+      for (const [parentToolCallId, run] of existing) merged.runs.set(parentToolCallId, run);
+      state.main = { ...state.main, subagents: merged };
+    } catch (err) {
+      log('refreshSubagentRunsFromDb failed op=%s err=%O', state.operationId, err);
+    }
+  }
+
+  /**
+   * Reconstruct one {@link SubagentRunSnapshot} from a thread's persisted
+   * messages (ordered `createdAt` asc by the query). Returns undefined when the
+   * thread has no assistant yet — without one there is nothing to attach a
+   * continuation turn to, and the first-event path will (correctly) seed it.
+   */
+  private buildSubagentSnapshot(
+    parentToolCallId: string,
+    threadId: string,
+    messages: Array<{ id: string; parentId?: string | null; role: string; tool_call_id?: string }>,
+  ): SubagentRunSnapshot | undefined {
+    const assistants = messages.filter((m) => m.role === 'assistant');
+    const currentAssistant = assistants.at(-1);
+    if (!currentAssistant) return undefined;
+
+    const toolRows = messages.filter((m) => m.role === 'tool' && m.tool_call_id);
+    const childTools = toolRows.filter((m) => m.parentId === currentAssistant.id);
+    const lastChainParentId = childTools.at(-1)?.id ?? currentAssistant.id;
+
+    return {
+      currentAssistantId: currentAssistant.id,
+      lastChainParentId,
+      lifetimeToolCallIds: toolRows.map((m) => m.tool_call_id!),
+      parentToolCallId,
+      threadId,
+    };
+  }
+
   private async syncAssistantPointerForAdvancedStep(state: OperationState): Promise<void> {
     const topic = await this.deps.topicModel.findById(state.topicId);
     const running = topic?.metadata?.runningOperation;
@@ -844,6 +940,10 @@ export class HeterogeneousPersistenceHandler {
         await this.deps.threadModel.create({
           id: intent.threadId,
           metadata: {
+            // Stamp the owning hetero operation so `refreshSubagentRunsFromDb`
+            // only rehydrates threads from THIS run — never a stale Processing
+            // thread a prior crashed/cancelled run left on the same topic.
+            operationId: state.operationId,
             sourceToolCallId: intent.sourceToolCallId,
             startedAt: new Date().toISOString(),
             subagentType: intent.subagentType,
diff --git a/apps/server/src/services/heterogeneousAgent/__tests__/HeterogeneousPersistenceHandler.subagentRehydration.test.ts b/apps/server/src/services/heterogeneousAgent/__tests__/HeterogeneousPersistenceHandler.subagentRehydration.test.ts
new file mode 100644
index 0000000000..25b41fc9ed
--- /dev/null
+++ b/apps/server/src/services/heterogeneousAgent/__tests__/HeterogeneousPersistenceHandler.subagentRehydration.test.ts
@@ -0,0 +1,374 @@
+// @vitest-environment node
+import type { AgentStreamEvent } from '@lobechat/agent-gateway-client';
+import { afterEach, beforeEach, describe, expect, it, vi } from 'vitest';
+
+import {
+  __resetOperationStatesForTesting,
+  HeterogeneousPersistenceHandler,
+} from '../HeterogeneousPersistenceHandler';
+
+/**
+ * Regression for the SERVER-ONLY "大量无意义的 SubAgent" bug.
+ *
+ * Root cause: `HeterogeneousPersistenceHandler` keeps per-operation state in a
+ * module-level `operationStates` map. On Vercel serverless, consecutive ingest
+ * batches for one operation can land on DIFFERENT (cold) replicas, so that map
+ * is empty on the next batch. `loadOrCreateState` rehydrates the MAIN-agent
+ * state from DB (accumulatedContent, toolState, toolMsgIdByCallId,
+ * currentAssistantMessageId) — but initializes `subagentState` with an empty
+ * `createSubagentRunsState()` and NEVER reconstructs the in-flight subagent
+ * runs from DB.
+ *
+ * Consequence: when a subagent run spans multiple batches, the first subagent
+ * event seen by each fresh replica hits the `!existing` branch of `ensureRun`
+ * and creates a BRAND-NEW thread for a `parentToolCallId` that already has one.
+ * The duplicates get the generic "Subagent" title because spawnMetadata only
+ * rides the first subagent event per parent (adapter `announcedSpawns`).
+ *
+ * The desktop client never hits this — it has a single long-lived
+ * `subagentState` closure for the whole run.
+ *
+ * This test simulates a cold replica between batches via
+ * `__resetOperationStatesForTesting()` (the in-memory map is dropped while the
+ * mock DB — `threads` / `messages` — persists, exactly like a fresh Lambda).
+ */
+
+interface FakeMessage {
+  agentId: string | null;
+  content: string;
+  id: string;
+  metadata?: any;
+  model?: string;
+  parentId?: string | null;
+  plugin?: any;
+  reasoning?: any;
+  role: 'user' | 'assistant' | 'tool' | 'task' | 'system';
+  threadId?: string | null;
+  tool_call_id?: string;
+  tools?: any[];
+  topicId: string | null;
+}
+
+interface FakeThread {
+  id: string;
+  metadata?: any;
+  sourceMessageId?: string | null;
+  status: string;
+  title: string;
+  topicId: string;
+  type: string;
+}
+
+const createHarness = (params: {
+  assistantMessageId: string;
+  operationId: string;
+  topicId: string;
+}) => {
+  let nextMsgIdSeq = 0;
+  const messages = new Map<string, FakeMessage>();
+  const threads = new Map<string, FakeThread>();
+
+  messages.set(params.assistantMessageId, {
+    agentId: null,
+    content: '',
+    id: params.assistantMessageId,
+    role: 'assistant',
+    topicId: params.topicId,
+  });
+
+  const messageModel = {
+    create: vi.fn(async (input: Partial<FakeMessage>, id?: string) => {
+      nextMsgIdSeq += 1;
+      const msgId = id ?? `msg_${nextMsgIdSeq}`;
+      const msg: FakeMessage = {
+        agentId: input.agentId ?? null,
+        content: input.content ?? '',
+        id: msgId,
+        metadata: input.metadata,
+        model: input.model,
+        parentId: input.parentId ?? null,
+        plugin: input.plugin,
+        provider: undefined,
+        reasoning: input.reasoning,
+        role: input.role!,
+        threadId: input.threadId ?? null,
+        tool_call_id: input.tool_call_id,
+        topicId: input.topicId ?? null,
+      } as FakeMessage;
+      messages.set(msgId, msg);
+      return msg;
+    }),
+    update: vi.fn(async (id: string, patch: Partial<FakeMessage>) => {
+      const existing = messages.get(id);
+      if (!existing) return { success: false };
+      messages.set(id, { ...existing, ...patch });
+      return { success: true };
+    }),
+    updateToolMessage: vi.fn(async (id: string, patch: any) => {
+      const existing = messages.get(id);
+      if (!existing) return { success: false };
+      messages.set(id, { ...existing, content: patch.content ?? existing.content });
+      return { success: true };
+    }),
+    findById: vi.fn(async (id: string) => messages.get(id) ?? null),
+    query: vi.fn(async (params: { threadId?: string; topicId?: string }) => {
+      if (params?.threadId) {
+        return [...messages.values()].filter((m) => m.threadId === params.threadId);
+      }
+      return [...messages.values()].filter((m) => !m.threadId && m.topicId === params?.topicId);
+    }),
+    getLastChildToolMessageId: vi.fn(async (assistantMessageId: string) => {
+      const match = [...messages.values()].findLast(
+        (m) => m.role === 'tool' && m.parentId === assistantMessageId && !m.threadId,
+      );
+      return match?.id;
+    }),
+    listMessagePluginsByTopic: vi.fn(async (_topicId: string) => {
+      // Mirror the real query: every persisted tool row's (toolCallId → id).
+      return [...messages.values()]
+        .filter((m) => m.role === 'tool' && m.tool_call_id)
+        .map((m) => ({ id: m.id, toolCallId: m.tool_call_id! }));
+    }),
+  };
+
+  const threadModel = {
+    create: vi.fn(async (input: Partial<FakeThread>) => {
+      const thread: FakeThread = {
+        id: input.id!,
+        metadata: input.metadata,
+        sourceMessageId: input.sourceMessageId,
+        status: input.status ?? 'active',
+        title: input.title ?? '',
+        topicId: input.topicId ?? params.topicId,
+        type: input.type ?? 'isolation',
+      };
+      threads.set(thread.id, thread);
+      return thread;
+    }),
+    findById: vi.fn(async (id: string) => threads.get(id) ?? null),
+    queryByTopicId: vi.fn(async (topicId: string) =>
+      [...threads.values()].filter((t) => t.topicId === topicId),
+    ),
+    update: vi.fn(async (id: string, patch: Partial<FakeThread>) => {
+      const existing = threads.get(id);
+      if (!existing) return;
+      threads.set(id, { ...existing, ...patch });
+    }),
+  };
+
+  const topicModel = {
+    findById: vi.fn(async (id: string) => {
+      if (id !== params.topicId) return null;
+      return {
+        agentId: null,
+        id,
+        metadata: {
+          runningOperation: {
+            assistantMessageId: params.assistantMessageId,
+            operationId: params.operationId,
+          },
+        },
+      };
+    }),
+    updateMetadata: vi.fn(async () => {}),
+  };
+
+  const handler = new HeterogeneousPersistenceHandler({
+    messageModel: messageModel as any,
+    threadModel: threadModel as any,
+    topicModel: topicModel as any,
+  });
+
+  return { handler, messages, threadModel, threads };
+};
+
+const buildEvent = (
+  type: AgentStreamEvent['type'],
+  stepIndex: number,
+  data: Record<string, unknown>,
+): AgentStreamEvent => ({
+  data,
+  operationId: 'op-1',
+  stepIndex,
+  timestamp: 1_700_000_000_000 + stepIndex,
+  type,
+});
+
+const innerTool = (id: string) => ({
+  apiName: 'Bash',
+  arguments: '{}',
+  id,
+  identifier: 'bash',
+  type: 'default',
+});
+
+describe('HeterogeneousPersistenceHandler — subagent run survives a cold replica', () => {
+  beforeEach(() => __resetOperationStatesForTesting());
+  afterEach(() => __resetOperationStatesForTesting());
+
+  it('does NOT spawn a duplicate thread when a later batch of the SAME subagent run lands on a fresh replica', async () => {
+    const h = createHarness({
+      assistantMessageId: 'asst-1',
+      operationId: 'op-1',
+      topicId: 'topic-1',
+    });
+
+    const PARENT = 'tc-spawn-1';
+
+    // ── Batch 1 (replica A): first subagent turn. Carries spawnMetadata, so the
+    //    thread is created with a real title. ──
+    await h.handler.ingest({
+      assistantMessageId: 'asst-1',
+      events: [
+        buildEvent('stream_chunk', 0, {
+          chunkType: 'tools_calling',
+          subagent: {
+            parentToolCallId: PARENT,
+            spawnMetadata: {
+              description: 'Explore session/agent topic data model',
+              prompt: 'investigate',
+              subagentType: 'Explore',
+            },
+            subagentMessageId: 'sub-msg-1',
+          },
+          toolsCalling: [innerTool('inner-1')],
+        }),
+      ],
+      operationId: 'op-1',
+      topicId: 'topic-1',
+    });
+
+    expect(h.threads.size).toBe(1);
+
+    // ── Cold replica: the warm in-memory operation state is gone, but the DB
+    //    (threads + messages) persists. ──
+    __resetOperationStatesForTesting();
+
+    // ── Batch 2 (replica B): the SAME subagent run continues with a new turn.
+    //    Mirroring the adapter, this later event carries NO spawnMetadata. ──
+    await h.handler.ingest({
+      assistantMessageId: 'asst-1',
+      events: [
+        buildEvent('stream_chunk', 1, {
+          chunkType: 'tools_calling',
+          subagent: {
+            parentToolCallId: PARENT,
+            subagentMessageId: 'sub-msg-2',
+          },
+          toolsCalling: [innerTool('inner-2')],
+        }),
+      ],
+      operationId: 'op-1',
+      topicId: 'topic-1',
+    });
+
+    // The continuation must attach to the EXISTING thread, not fork a new one.
+    expect(h.threads.size).toBe(1);
+    // And we must never produce a generic-titled "Subagent" duplicate.
+    expect([...h.threads.values()].some((t) => t.title === 'Subagent')).toBe(false);
+  });
+
+  // P1: a tools_calling batch reprocessed on a cold replica (BatchIngester
+  // retry, or a turn split across a cold boundary so the cumulative array is
+  // re-seen) must NOT mint a second tool message for an inner tool the run
+  // already persisted. Rehydration restores `lifetimeToolCallIds`, and the
+  // reducer de-dupes against it.
+  it('does NOT re-create an already-persisted inner tool row after a cold replica', async () => {
+    const h = createHarness({
+      assistantMessageId: 'asst-1',
+      operationId: 'op-1',
+      topicId: 'topic-1',
+    });
+    const PARENT = 'tc-spawn-1';
+
+    // Batch 1: turn sub-msg-1 persists inner-1.
+    await h.handler.ingest({
+      assistantMessageId: 'asst-1',
+      events: [
+        buildEvent('stream_chunk', 0, {
+          chunkType: 'tools_calling',
+          subagent: {
+            parentToolCallId: PARENT,
+            spawnMetadata: { prompt: 'go', subagentType: 'Explore' },
+            subagentMessageId: 'sub-msg-1',
+          },
+          toolsCalling: [innerTool('inner-1')],
+        }),
+      ],
+      operationId: 'op-1',
+      topicId: 'topic-1',
+    });
+
+    __resetOperationStatesForTesting(); // cold replica
+
+    // Batch 2 (replica B): the SAME turn's cumulative array is re-seen (inner-1
+    // again) plus a new inner-2.
+    await h.handler.ingest({
+      assistantMessageId: 'asst-1',
+      events: [
+        buildEvent('stream_chunk', 1, {
+          chunkType: 'tools_calling',
+          subagent: { parentToolCallId: PARENT, subagentMessageId: 'sub-msg-1' },
+          toolsCalling: [innerTool('inner-1'), innerTool('inner-2')],
+        }),
+      ],
+      operationId: 'op-1',
+      topicId: 'topic-1',
+    });
+
+    const toolRows = (callId: string) =>
+      [...h.messages.values()].filter((m) => m.role === 'tool' && m.tool_call_id === callId);
+    // inner-1 persisted exactly once (no duplicate row), inner-2 once.
+    expect(toolRows('inner-1')).toHaveLength(1);
+    expect(toolRows('inner-2')).toHaveLength(1);
+    expect(h.threads.size).toBe(1);
+  });
+
+  // P2: a stale `Processing` isolation thread left by a PRIOR operation on the
+  // same topic must not be rehydrated into — or finalized by — the current
+  // operation. The rehydration is scoped by `metadata.operationId`.
+  it('ignores a stale Processing thread from a different operation on the same topic', async () => {
+    const h = createHarness({
+      assistantMessageId: 'asst-1',
+      operationId: 'op-2',
+      topicId: 'topic-1',
+    });
+
+    // Seed a thread (+ its in-thread assistant) left Processing by op-1.
+    h.threads.set('thd-stale', {
+      id: 'thd-stale',
+      metadata: { operationId: 'op-1', sourceToolCallId: 'tc-old' },
+      sourceMessageId: 'asst-old',
+      status: 'processing',
+      title: 'Old Subagent',
+      topicId: 'topic-1',
+      type: 'isolation',
+    });
+    h.messages.set('stale-asst', {
+      agentId: null,
+      content: '',
+      id: 'stale-asst',
+      parentId: 'asst-old',
+      role: 'assistant',
+      threadId: 'thd-stale',
+      topicId: 'topic-1',
+    } as any);
+
+    // op-2 runs and terminates. The terminal orphan-drain would finalize every
+    // run in the reducer state — so if the stale thread were merged in, it would
+    // be flipped to Active here.
+    await h.handler.ingest({
+      assistantMessageId: 'asst-1',
+      events: [
+        buildEvent('stream_chunk', 0, { chunkType: 'text', content: 'working' }),
+        buildEvent('agent_runtime_end', 1, {}),
+      ],
+      operationId: 'op-2',
+      topicId: 'topic-1',
+    });
+
+    // The unrelated thread is untouched: still Processing, never updated.
+    expect(h.threads.get('thd-stale')!.status).toBe('processing');
+    expect(h.threadModel.update).not.toHaveBeenCalledWith('thd-stale', expect.anything());
+  });
+});
diff --git a/packages/heterogeneous-agents/src/index.ts b/packages/heterogeneous-agents/src/index.ts
index a408c37636..1abfaa140f 100644
--- a/packages/heterogeneous-agents/src/index.ts
+++ b/packages/heterogeneous-agents/src/index.ts
@@ -38,6 +38,7 @@ export type {
   StreamContentIntent,
   SubagentIntent,
   SubagentReduceCtx,
+  SubagentRunSnapshot,
   SubagentRunsState,
 } from './subagentCoordinator';
 export {
@@ -45,6 +46,7 @@ export {
   type EventScope,
   getEventScope,
   reduceSubagentRuns,
+  rehydrateSubagentRunsState,
 } from './subagentCoordinator';
 export type {
   AgentEventAdapter,
diff --git a/packages/heterogeneous-agents/src/subagentCoordinator/index.ts b/packages/heterogeneous-agents/src/subagentCoordinator/index.ts
index b3a52db574..90a064dca2 100644
--- a/packages/heterogeneous-agents/src/subagentCoordinator/index.ts
+++ b/packages/heterogeneous-agents/src/subagentCoordinator/index.ts
@@ -13,7 +13,8 @@ export type {
   SubagentIntent,
   SubagentReduceCtx,
   SubagentRun,
+  SubagentRunSnapshot,
   SubagentRunsState,
   SubagentTurnToolState,
 } from './types';
-export { createSubagentRunsState } from './types';
+export { createSubagentRunsState, rehydrateSubagentRunsState } from './types';
diff --git a/packages/heterogeneous-agents/src/subagentCoordinator/reducer.ts b/packages/heterogeneous-agents/src/subagentCoordinator/reducer.ts
index 9097d4fa5d..c00bc351ce 100644
--- a/packages/heterogeneous-agents/src/subagentCoordinator/reducer.ts
+++ b/packages/heterogeneous-agents/src/subagentCoordinator/reducer.ts
@@ -281,25 +281,34 @@ const reduceToolsChunk = (
   const run = ensured.run;
   const intents = ensured.intents;
 
-  for (const tool of tools) run.lifetimeToolCallIds.add(tool.id);
-
   const newToolMsgIds: string[] = [];
   for (const tool of tools) {
-    if (!run.toolState.persistedIds.has(tool.id)) {
-      run.toolState.persistedIds.add(tool.id);
-      run.toolState.payloads.push({
-        apiName: tool.apiName,
-        arguments: tool.arguments,
-        id: tool.id,
-        identifier: tool.identifier,
-        type: tool.type,
-      });
-      const toolMessageId = ctx.newId('message');
-      run.toolState.toolMsgIdByCallId.set(tool.id, toolMessageId);
-      newToolMsgIds.push(toolMessageId);
-    }
+    // Run-lifetime de-dupe FIRST: a tool already persisted anywhere in this run
+    // must never be re-created. Per-turn `persistedIds` is reset on every turn
+    // boundary — and starts empty after a cold-replica rehydration — so it alone
+    // would let a replayed / continued `tools_calling` mint a SECOND tool message
+    // for an id the run already wrote (duplicate inner-tool row in the thread).
+    // `lifetimeToolCallIds` survives turn boundaries and is restored from DB on
+    // rehydration, so it is the durable de-dupe key. (Checked BEFORE the
+    // add-to-lifetime loop below, which would otherwise mark this batch's ids as
+    // already-seen and skip everything.)
+    if (run.lifetimeToolCallIds.has(tool.id)) continue;
+    if (run.toolState.persistedIds.has(tool.id)) continue;
+    run.toolState.persistedIds.add(tool.id);
+    run.toolState.payloads.push({
+      apiName: tool.apiName,
+      arguments: tool.arguments,
+      id: tool.id,
+      identifier: tool.identifier,
+      type: tool.type,
+    });
+    const toolMessageId = ctx.newId('message');
+    run.toolState.toolMsgIdByCallId.set(tool.id, toolMessageId);
+    newToolMsgIds.push(toolMessageId);
   }
 
+  for (const tool of tools) run.lifetimeToolCallIds.add(tool.id);
+
   intents.push({
     assistantMessageId: run.currentAssistantId,
     content: run.accContent || undefined,
diff --git a/packages/heterogeneous-agents/src/subagentCoordinator/types.ts b/packages/heterogeneous-agents/src/subagentCoordinator/types.ts
index fe9b34124d..6828f3c3fc 100644
--- a/packages/heterogeneous-agents/src/subagentCoordinator/types.ts
+++ b/packages/heterogeneous-agents/src/subagentCoordinator/types.ts
@@ -79,6 +79,64 @@ export const createSubagentRunsState = (): SubagentRunsState => ({
   runs: new Map(),
 });
 
+/**
+ * DB-derived snapshot of one in-flight subagent run, used to rebuild a
+ * {@link SubagentRun} after the in-memory coordinator state was lost.
+ *
+ * Why this exists: the desktop renderer keeps one long-lived `SubagentRunsState`
+ * closure for a whole CC run, so its `runs` map always has the entry for an
+ * active spawn. The server (`HeterogeneousPersistenceHandler`) keeps per-operation
+ * state in a module-level map that a COLD serverless replica starts empty — and
+ * if that empty state reaches `reduce`, the next subagent event hits the
+ * `!existing` branch of `ensureRun` and forks a BRAND-NEW thread for a
+ * `parentToolCallId` that already has one (the "大量无意义的 Subagent" bug). The
+ * server rebuilds main-agent state from DB on cold start; this lets it rebuild
+ * the subagent runs the same way.
+ *
+ * Only the fields needed to keep the run attached to its EXISTING thread are
+ * required. `currentSubagentMessageId` is intentionally NOT recoverable from DB
+ * (CC's per-turn `message.id` is not persisted) — leaving it empty makes the
+ * first post-rehydration subagent event read as a turn boundary, cutting a fresh
+ * in-thread assistant chained off `lastChainParentId`. That is correct and safe:
+ * it reuses the thread (no duplicate) and never appends to a half-written turn.
+ */
+export interface SubagentRunSnapshot {
+  /** Latest in-thread assistant id (where a continuation turn would otherwise append). */
+  currentAssistantId: string;
+  /** Chain anchor for the next turn's assistant — last tool row of the thread, else the assistant. */
+  lastChainParentId?: string;
+  /** Every inner tool_call_id already persisted in the thread (delayed tool_results resolve via this). */
+  lifetimeToolCallIds?: string[];
+  /** The spawn tool_use id (`thread.metadata.sourceToolCallId`) — the run key. */
+  parentToolCallId: string;
+  /** The existing isolation Thread this run owns. */
+  threadId: string;
+}
+
+/**
+ * Rebuild a {@link SubagentRunsState} from DB-derived snapshots of in-flight
+ * runs. Use on a cold start so a continuing subagent reuses its existing thread
+ * instead of forking a new one. `accContent` / `accReasoning` / per-turn
+ * `toolState` start empty — the next turn boundary opens a fresh in-thread
+ * assistant, and inner tool_results still resolve through `lifetimeToolCallIds`.
+ */
+export const rehydrateSubagentRunsState = (snapshots: SubagentRunSnapshot[]): SubagentRunsState => {
+  const runs = new Map<string, SubagentRun>();
+  for (const s of snapshots) {
+    runs.set(s.parentToolCallId, {
+      accContent: '',
+      accReasoning: '',
+      currentAssistantId: s.currentAssistantId,
+      currentSubagentMessageId: '',
+      lastChainParentId: s.lastChainParentId ?? s.currentAssistantId,
+      lifetimeToolCallIds: new Set(s.lifetimeToolCallIds ?? []),
+      threadId: s.threadId,
+      toolState: { payloads: [], persistedIds: new Set(), toolMsgIdByCallId: new Map() },
+    });
+  }
+  return { runs };
+};
+
 // ─── Reduce context (per event) ───
 
 /**