diff --git a/CHANGELOG.md b/CHANGELOG.md
index d09bad834d1..e9f59a617a5 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -24,6 +24,7 @@ Docs: https://docs.openclaw.ai
 - Google video generation: fall back to the REST `predictLongRunning` Veo endpoint for text-only SDK 404s while keeping reference image/video generation on the SDK path. Fixes #62309 and #63008. (#62343) Thanks @leoleedev.
 - MiniMax music generation: switch the bundled default model from the unsupported `music-2.5+` id to the current `music-2.6` API model. Fixes #64870 and addresses the music default from #62315. Thanks @noahclanman and @edwardzheng1.
 - Cron: hydrate flat legacy job rows with top-level `cron`, `tz`, `session`, and `message` fields into canonical schedule, target, and payload objects before startup recomputes run times. Fixes #43351.
+- Agents/replies: let pending group chat history trigger bare mentioned turns without treating metadata-only inbound context as user input. Fixes #71489. (#71520) Thanks @SymbolStar.
 - Google media generation: strip a configured trailing `/v1beta` from Google music/video provider base URLs before calling the Google GenAI SDK, preventing doubled `/v1beta/v1beta` paths. Fixes #63240. (#63258) Thanks @Hybirdss.
 - Discord: restore direct-message voice-note preflight transcription and classify URL-only Ogg/Opus voice attachments as audio while skipping partial attachments without usable URLs. Fixes #61314 and #64803.
 - Google Chat: preserve reply text when a typing indicator message is deleted or can no longer be updated, so media captions and first text chunks are resent instead of silently disappearing. (#71498) Thanks @colin-lgtm.
diff --git a/src/auto-reply/reply/get-reply-run.media-only.test.ts b/src/auto-reply/reply/get-reply-run.media-only.test.ts
index 1a96d567000..51ef9e95a85 100644
--- a/src/auto-reply/reply/get-reply-run.media-only.test.ts
+++ b/src/auto-reply/reply/get-reply-run.media-only.test.ts
@@ -458,6 +458,90 @@ describe("runPreparedReply media-only handling", () => {
     expect(vi.mocked(runReplyAgent)).not.toHaveBeenCalled();
   });
 
+  it("allows pending inbound history to trigger a bare mention turn", async () => {
+    vi.mocked(buildInboundUserContextPrefix).mockReturnValueOnce(
+      [
+        "Chat history since last reply (untrusted, for context):",
+        "```json",
+        JSON.stringify(
+          [{ sender: "Alice", timestamp_ms: 1_700_000_000_000, body: "what changed?" }],
+          null,
+          2,
+        ),
+        "```",
+      ].join("\n"),
+    );
+
+    const result = await runPreparedReply(
+      baseParams({
+        ctx: {
+          Body: "",
+          RawBody: "",
+          CommandBody: "",
+          ChatType: "group",
+          WasMentioned: true,
+        },
+        sessionCtx: {
+          Body: "",
+          BodyStripped: "",
+          Provider: "feishu",
+          OriginatingChannel: "feishu",
+          OriginatingTo: "chat-1",
+          ChatType: "group",
+          WasMentioned: true,
+          InboundHistory: [
+            { sender: "Alice", timestamp: 1_700_000_000_000, body: "what changed?" },
+          ],
+        },
+      }),
+    );
+
+    expect(result).toEqual({ text: "ok" });
+    expect(vi.mocked(runReplyAgent)).toHaveBeenCalledOnce();
+    const call = vi.mocked(runReplyAgent).mock.calls[0]?.[0];
+    expect(call?.followupRun.prompt).toContain("Chat history since last reply");
+    expect(call?.followupRun.prompt).toContain("what changed?");
+    expect(call?.followupRun.prompt).not.toContain("[User sent media without caption]");
+  });
+
+  it("does not treat blank pending inbound history as user input", async () => {
+    vi.mocked(buildInboundUserContextPrefix).mockReturnValueOnce(
+      [
+        "Chat history since last reply (untrusted, for context):",
+        "```json",
+        JSON.stringify([{ sender: "Alice", timestamp_ms: 1_700_000_000_000, body: "" }], null, 2),
+        "```",
+      ].join("\n"),
+    );
+
+    const result = await runPreparedReply(
+      baseParams({
+        ctx: {
+          Body: "",
+          RawBody: "",
+          CommandBody: "",
+          ChatType: "group",
+          WasMentioned: true,
+        },
+        sessionCtx: {
+          Body: "",
+          BodyStripped: "",
+          Provider: "feishu",
+          OriginatingChannel: "feishu",
+          OriginatingTo: "chat-1",
+          ChatType: "group",
+          WasMentioned: true,
+          InboundHistory: [{ sender: "Alice", timestamp: 1_700_000_000_000, body: "\u0000  " }],
+        },
+      }),
+    );
+
+    expect(result).toEqual({
+      text: "I didn't receive any text in your message. Please resend or add a caption.",
+    });
+    expect(vi.mocked(runReplyAgent)).not.toHaveBeenCalled();
+  });
+
   it("allows webchat pure-image turns when image content is carried outside MediaPath", async () => {
     vi.mocked(buildInboundUserContextPrefix).mockReturnValueOnce(
       [
diff --git a/src/auto-reply/reply/get-reply-run.ts b/src/auto-reply/reply/get-reply-run.ts
index 7583126238d..19873755e65 100644
--- a/src/auto-reply/reply/get-reply-run.ts
+++ b/src/auto-reply/reply/get-reply-run.ts
@@ -165,6 +165,13 @@ function stripPromptThinkingDirectives(body: string): string {
     .join("\n");
 }
 
+function hasInboundHistoryBody(ctx: TemplateContext): boolean {
+  return (
+    Array.isArray(ctx.InboundHistory) &&
+    ctx.InboundHistory.some((entry) => entry.body.replaceAll("\u0000", "").trim().length > 0)
+  );
+}
+
 type RunPreparedReplyParams = {
   ctx: MsgContext;
   sessionCtx: TemplateContext;
@@ -458,7 +465,7 @@ export async function runPreparedReply(
   const hasUserBody =
     baseBodyFinal.trim().length > 0 ||
     softResetTail.length > 0 ||
-    (inboundUserContext != null && inboundUserContext.trim().length > 0);
+    hasInboundHistoryBody(sessionCtx);
   const hasMediaAttachment = hasInboundMedia(sessionCtx) || (opts?.images?.length ?? 0) > 0;
   if (!hasUserBody && !hasMediaAttachment) {
     // Skip onReplyStart when typing is suppressed (e.g. sendPolicy deny) —