diff --git a/src/config/sessions.cache.test.ts b/src/config/sessions.cache.test.ts
index 39e66c4047d..45618b72615 100644
--- a/src/config/sessions.cache.test.ts
+++ b/src/config/sessions.cache.test.ts
@@ -108,6 +108,30 @@ describe("Session Store Cache", () => {
     expect(loaded2["session:1"].skillsSnapshot?.skills?.[0]?.name).toBe("alpha");
   });
 
+  it("honors explicit clone:false on cache hits", async () => {
+    const testStore = createSingleSessionStore(
+      createSessionEntry({
+        origin: { provider: "openai" },
+      }),
+    );
+
+    await saveSessionStore(storePath, testStore);
+
+    const parseSpy = vi.spyOn(JSON, "parse");
+
+    const loaded1 = loadSessionStore(storePath, { clone: false });
+    expect(parseSpy).not.toHaveBeenCalled();
+
+    loaded1["session:1"].origin = { provider: "mutated" };
+
+    const loaded2 = loadSessionStore(storePath, { clone: false });
+    expect(loaded2).toBe(loaded1);
+    expect(loaded2["session:1"].origin?.provider).toBe("mutated");
+    expect(parseSpy).not.toHaveBeenCalled();
+
+    parseSpy.mockRestore();
+  });
+
   it("does not cache pre-migration or pre-normalization disk JSON", () => {
     fs.writeFileSync(
       storePath,
diff --git a/src/config/sessions/combined-store-gateway.ts b/src/config/sessions/combined-store-gateway.ts
index 8efa89ec709..47c48b6a614 100644
--- a/src/config/sessions/combined-store-gateway.ts
+++ b/src/config/sessions/combined-store-gateway.ts
@@ -43,7 +43,10 @@ function mergeSessionEntryIntoCombined(params: {
   }
 }
 
-export function loadCombinedSessionStoreForGateway(cfg: OpenClawConfig): {
+export function loadCombinedSessionStoreForGateway(
+  cfg: OpenClawConfig,
+  opts: { agentId?: string } = {},
+): {
   storePath: string;
   store: Record<string, SessionEntry>;
 } {
@@ -70,7 +73,13 @@ export function loadCombinedSessionStoreForGateway(cfg: OpenClawConfig): {
     return { storePath, store: combined };
   }
 
-  const targets = resolveAllAgentSessionStoreTargetsSync(cfg);
+  const requestedAgentId =
+    typeof opts.agentId === "string" && opts.agentId.trim()
+      ? normalizeAgentId(opts.agentId)
+      : undefined;
+  const targets = resolveAllAgentSessionStoreTargetsSync(cfg).filter(
+    (target) => !requestedAgentId || normalizeAgentId(target.agentId) === requestedAgentId,
+  );
   const combined: Record<string, SessionEntry> = {};
   for (const target of targets) {
     const agentId = target.agentId;
@@ -93,6 +102,10 @@ export function loadCombinedSessionStoreForGateway(cfg: OpenClawConfig): {
   }
 
   const storePath =
-    typeof storeConfig === "string" && storeConfig.trim() ? storeConfig.trim() : "(multiple)";
+    targets.length === 1
+      ? targets[0].storePath
+      : typeof storeConfig === "string" && storeConfig.trim()
+        ? storeConfig.trim()
+        : "(multiple)";
   return { storePath, store: combined };
 }
diff --git a/src/config/sessions/store-cache.ts b/src/config/sessions/store-cache.ts
index a9fc012b3a6..6e27b9e3856 100644
--- a/src/config/sessions/store-cache.ts
+++ b/src/config/sessions/store-cache.ts
@@ -63,6 +63,7 @@ export function readSessionStoreCache(params: {
   storePath: string;
   mtimeMs?: number;
   sizeBytes?: number;
+  clone?: boolean;
 }): Record<string, SessionEntry> | null {
   const cached = SESSION_STORE_CACHE.get(params.storePath);
   if (!cached) {
@@ -72,6 +73,9 @@ export function readSessionStoreCache(params: {
     invalidateSessionStoreCache(params.storePath);
     return null;
   }
+  if (params.clone === false) {
+    return cached.store;
+  }
   return cloneSessionStoreRecord(cached.store, cached.serialized);
 }
 
diff --git a/src/config/sessions/store-load.ts b/src/config/sessions/store-load.ts
index c9141ec649c..131f8b74331 100644
--- a/src/config/sessions/store-load.ts
+++ b/src/config/sessions/store-load.ts
@@ -107,6 +107,7 @@ export function loadSessionStore(
       storePath,
       mtimeMs: currentFileStat?.mtimeMs,
       sizeBytes: currentFileStat?.sizeBytes,
+      clone: opts.clone,
     });
     if (cached) {
       return cached;
diff --git a/src/gateway/server-methods/sessions.ts b/src/gateway/server-methods/sessions.ts
index 8a1270de621..3d66d4ee026 100644
--- a/src/gateway/server-methods/sessions.ts
+++ b/src/gateway/server-methods/sessions.ts
@@ -668,7 +668,7 @@ export const sessionsHandlers: GatewayRequestHandlers = {
     }
     const p = params;
     const cfg = context.getRuntimeConfig();
-    const { storePath, store } = loadCombinedSessionStoreForGateway(cfg);
+    const { storePath, store } = loadCombinedSessionStoreForGateway(cfg, { agentId: p.agentId });
     const modelCatalog = await loadOptionalSessionsListModelCatalog(context);
     const result = await listSessionsFromStoreAsync({
       cfg,
diff --git a/src/gateway/session-utils.subagent.test.ts b/src/gateway/session-utils.subagent.test.ts
index 7f14fbefffd..092926f1292 100644
--- a/src/gateway/session-utils.subagent.test.ts
+++ b/src/gateway/session-utils.subagent.test.ts
@@ -1155,4 +1155,57 @@ describe("loadCombinedSessionStoreForGateway includes disk-only agents (#32804)"
       expect(store["agent:codex:acp-task"]).toBeDefined();
     });
   });
+
+  test("agent-scoped loads read only matching agent stores", async () => {
+    await withStateDirEnv("openclaw-acp-scoped-", async ({ stateDir }) => {
+      const customRoot = path.join(stateDir, "custom-state");
+      const agentsDir = path.join(customRoot, "agents");
+      const mainDir = path.join(agentsDir, "main", "sessions");
+      const codexDir = path.join(agentsDir, "codex", "sessions");
+      fs.mkdirSync(mainDir, { recursive: true });
+      fs.mkdirSync(codexDir, { recursive: true });
+
+      const mainStorePath = path.join(mainDir, "sessions.json");
+      const codexStorePath = path.join(codexDir, "sessions.json");
+      fs.writeFileSync(
+        mainStorePath,
+        JSON.stringify({
+          "agent:main:main": { sessionId: "s-main", updatedAt: 100 },
+        }),
+        "utf8",
+      );
+      fs.writeFileSync(
+        codexStorePath,
+        JSON.stringify({
+          "agent:codex:acp-task": { sessionId: "s-codex", updatedAt: 200 },
+        }),
+        "utf8",
+      );
+
+      const cfg = {
+        session: {
+          mainKey: "main",
+          store: path.join(customRoot, "agents", "{agentId}", "sessions", "sessions.json"),
+        },
+        agents: {
+          list: [{ id: "main", default: true }],
+        },
+      } as OpenClawConfig;
+
+      const readSpy = vi.spyOn(fs, "readFileSync");
+
+      const { store, storePath } = loadCombinedSessionStoreForGateway(cfg, { agentId: "codex" });
+
+      expect(storePath).toBe(fs.realpathSync.native(codexStorePath));
+      expect(store["agent:codex:acp-task"]).toBeDefined();
+      expect(store["agent:main:main"]).toBeUndefined();
+      const readPaths = readSpy.mock.calls
+        .map((call) => call[0])
+        .filter((arg): arg is string => typeof arg === "string");
+      expect(readPaths).toContain(fs.realpathSync.native(codexStorePath));
+      expect(readPaths).not.toContain(fs.realpathSync.native(mainStorePath));
+
+      readSpy.mockRestore();
+    });
+  });
 });