diff --git a/CHANGELOG.md b/CHANGELOG.md
index 0199c4f5b93..14bb21eb19d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -118,6 +118,7 @@ Docs: https://docs.openclaw.ai
 - iMessage: stop leaking inline `[[reply_to:...]]` tags into delivered text by sending `reply_to` as RPC metadata and stripping stray directive tags from outbound messages. (#39512) Thanks @mvanhorn.
 - CLI/plugins: make routed commands use the same auto-enabled bundled-channel snapshot as gateway startup, so configured bundled channels like Slack load without requiring a prior config rewrite. (#54809) Thanks @neeravmakwana.
 - CLI/message send: write manual `openclaw message send` deliveries into the resolved agent session transcript again by always threading the default CLI agent through outbound mirroring. (#54187) Thanks @KevInTheCloud5617.
+- Agents/live switch: stop transient cron and subagent model overrides from being misread as persisted live-session switches, so isolated runs no longer fail with `LiveSessionModelSwitchError`. Thanks @vincentkoc.
 - CLI/onboarding: show the Kimi Code API key option again in the Moonshot setup menu so the interactive picker includes all Kimi setup paths together. Fixes #54412 Thanks @sparkyrider
 - Agents/status: use provider-aware context window lookup for fresh Anthropic 4.6 model overrides so `/status` shows the correct 1.0m window instead of an underreported shared-cache minimum. (#54796) Thanks @neeravmakwana.
 - OpenAI/WebSocket: preserve reasoning replay metadata and tool-call item ids on WebSocket tool turns, and start a fresh response chain when full-context resend is required. (#53856) Thanks @xujingchen1996.
diff --git a/src/agents/live-model-switch.test.ts b/src/agents/live-model-switch.test.ts
index 42e73404c26..7c4bbbc2224 100644
--- a/src/agents/live-model-switch.test.ts
+++ b/src/agents/live-model-switch.test.ts
@@ -90,6 +90,34 @@ describe("live model switch", () => {
     });
   });
 
+  it("prefers persisted runtime model fields ahead of session overrides", async () => {
+    state.loadSessionStoreMock.mockReturnValue({
+      main: {
+        providerOverride: "anthropic",
+        modelOverride: "claude-opus-4-6",
+        modelProvider: "anthropic",
+        model: "claude-sonnet-4-6",
+      },
+    });
+
+    const { resolveLiveSessionModelSelection } = await loadModule();
+
+    expect(
+      resolveLiveSessionModelSelection({
+        cfg: { session: { store: "/tmp/custom-store.json" } },
+        sessionKey: "main",
+        agentId: "reply",
+        defaultProvider: "openai",
+        defaultModel: "gpt-5.4",
+      }),
+    ).toEqual({
+      provider: "anthropic",
+      model: "claude-sonnet-4-6",
+      authProfileId: undefined,
+      authProfileIdSource: undefined,
+    });
+  });
+
   it("queues a live switch only when an active run was aborted", async () => {
     state.abortEmbeddedPiRunMock.mockReturnValue(true);
 
@@ -126,4 +154,21 @@ describe("live model switch", () => {
       ),
     ).toBe(false);
   });
+
+  it("does not track persisted live selection when the run started on a transient model override", async () => {
+    const { shouldTrackPersistedLiveSessionModelSelection } = await loadModule();
+
+    expect(
+      shouldTrackPersistedLiveSessionModelSelection(
+        {
+          provider: "anthropic",
+          model: "claude-haiku-4-5",
+        },
+        {
+          provider: "anthropic",
+          model: "claude-sonnet-4-6",
+        },
+      ),
+    ).toBe(false);
+  });
 });
diff --git a/src/agents/live-model-switch.ts b/src/agents/live-model-switch.ts
index 0202e83090d..1da62c090c0 100644
--- a/src/agents/live-model-switch.ts
+++ b/src/agents/live-model-switch.ts
@@ -48,8 +48,10 @@ export function resolveLiveSessionModelSelection(params: {
     agentId,
   });
   const entry = loadSessionStore(storePath, { skipCache: true })[sessionKey];
-  const provider = entry?.providerOverride?.trim() || defaultModelRef.provider;
-  const model = entry?.modelOverride?.trim() || defaultModelRef.model;
+  const runtimeProvider = entry?.modelProvider?.trim();
+  const runtimeModel = entry?.model?.trim();
+  const provider = runtimeProvider || entry?.providerOverride?.trim() || defaultModelRef.provider;
+  const model = runtimeModel || entry?.modelOverride?.trim() || defaultModelRef.model;
   const authProfileId = entry?.authProfileOverride?.trim() || undefined;
   return {
     provider,
@@ -101,3 +103,15 @@ export function hasDifferentLiveSessionModelSelection(
       next.authProfileIdSource
   );
 }
+
+export function shouldTrackPersistedLiveSessionModelSelection(
+  current: {
+    provider: string;
+    model: string;
+    authProfileId?: string;
+    authProfileIdSource?: string;
+  },
+  persisted: LiveSessionModelSelection | null | undefined,
+): boolean {
+  return !hasDifferentLiveSessionModelSelection(current, persisted);
+}
diff --git a/src/agents/pi-embedded-runner/run.ts b/src/agents/pi-embedded-runner/run.ts
index 5da8752c117..0a29a3f8271 100644
--- a/src/agents/pi-embedded-runner/run.ts
+++ b/src/agents/pi-embedded-runner/run.ts
@@ -28,6 +28,7 @@ import {
   hasDifferentLiveSessionModelSelection,
   LiveSessionModelSwitchError,
   resolveLiveSessionModelSelection,
+  shouldTrackPersistedLiveSessionModelSelection,
   consumeLiveSessionModelSwitch,
 } from "../live-model-switch.js";
 import {
@@ -242,6 +243,10 @@ export async function runEmbeddedPiAgent(
           defaultProvider: provider,
           defaultModel: modelId,
         });
+      const shouldTrackPersistedLiveSelection = shouldTrackPersistedLiveSessionModelSelection(
+        resolveCurrentLiveSelection(),
+        resolvePersistedLiveSelection(),
+      );
       const {
         advanceAuthProfile,
         initializeAuthProfile,
@@ -449,7 +454,9 @@ export async function runEmbeddedPiAgent(
             };
           }
           runLoopIterations += 1;
-          const nextSelection = resolvePersistedLiveSelection();
+          const nextSelection = shouldTrackPersistedLiveSelection
+            ? resolvePersistedLiveSelection()
+            : null;
           if (hasDifferentLiveSessionModelSelection(resolveCurrentLiveSelection(), nextSelection)) {
             log.info(
               `live session model switch detected before attempt for ${params.sessionId}: ${provider}/${modelId} -> ${nextSelection.provider}/${nextSelection.model}`,
@@ -605,9 +612,10 @@ export async function runEmbeddedPiAgent(
           }
           const failedOrAbortedAttempt =
             aborted || Boolean(promptError) || Boolean(assistantErrorText) || timedOut;
-          const persistedSelection = failedOrAbortedAttempt
-            ? resolvePersistedLiveSelection()
-            : null;
+          const persistedSelection =
+            failedOrAbortedAttempt && shouldTrackPersistedLiveSelection
+              ? resolvePersistedLiveSelection()
+              : null;
           if (
             failedOrAbortedAttempt &&
             canRestartForLiveSwitch &&