diff --git a/CHANGELOG.md b/CHANGELOG.md
index 633b1f083..240598821 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -47,6 +47,7 @@ Docs: https://docs.openclaw.ai
 - Security/Hooks transforms: enforce symlink-safe containment for webhook transform module paths (including `hooks.transformsDir` and `hooks.mappings[].transform.module`) by resolving existing-path ancestors via realpath before import, while preserving in-root symlink support; add regression coverage for both escape and allow cases. This ships in the next npm release. Thanks @aether-ai-agent for reporting.
 - Telegram/WSL2: disable `autoSelectFamily` by default on WSL2 and memoize WSL2 detection in Telegram network decision logic to avoid repeated sync `/proc/version` probes on fetch/send paths. (#21916) Thanks @MizukiMachine.
 - Telegram/Network: default Node 22+ DNS result ordering to `ipv4first` for Telegram fetch paths and add `OPENCLAW_TELEGRAM_DNS_RESULT_ORDER`/`channels.telegram.network.dnsResultOrder` overrides to reduce IPv6-path fetch failures. (#5405) Thanks @Glucksberg.
+- Telegram/Forward bursts: coalesce forwarded text+media updates through a dedicated forward lane debounce window that works with default inbound debounce config, while keeping forwarded control commands immediate. (#19476) thanks @napetrov.
 - Telegram/Streaming: preserve archived draft preview mapping after flush and clean superseded reasoning preview bubbles so multi-message preview finals no longer cross-edit or orphan stale messages under send/rotation races. (#23202) Thanks @obviyus.
 - Telegram/Replies: extract forwarded-origin context from unified reply targets (`reply_to_message` and `external_reply`) so forward+comment metadata is preserved across partial reply shapes. (#9720) thanks @mcaxtr.
 - Telegram/Polling: persist a safe update-offset watermark bounded by pending updates so crash/restart cannot skip queued lower `update_id` updates after out-of-order completion. (#23284) thanks @frankekn.
diff --git a/src/auto-reply/inbound-debounce.ts b/src/auto-reply/inbound-debounce.ts
index bb63b2a9d..38d20d2fa 100644
--- a/src/auto-reply/inbound-debounce.ts
+++ b/src/auto-reply/inbound-debounce.ts
@@ -36,17 +36,27 @@ export function resolveInboundDebounceMs(params: {
 type DebounceBuffer<T> = {
   items: T[];
   timeout: ReturnType<typeof setTimeout> | null;
+  debounceMs: number;
 };
 
 export function createInboundDebouncer<T>(params: {
   debounceMs: number;
   buildKey: (item: T) => string | null | undefined;
   shouldDebounce?: (item: T) => boolean;
+  resolveDebounceMs?: (item: T) => number | undefined;
   onFlush: (items: T[]) => Promise<void>;
   onError?: (err: unknown, items: T[]) => void;
 }) {
   const buffers = new Map<string, DebounceBuffer<T>>();
-  const debounceMs = Math.max(0, Math.trunc(params.debounceMs));
+  const defaultDebounceMs = Math.max(0, Math.trunc(params.debounceMs));
+
+  const resolveDebounceMs = (item: T) => {
+    const resolved = params.resolveDebounceMs?.(item);
+    if (typeof resolved !== "number" || !Number.isFinite(resolved)) {
+      return defaultDebounceMs;
+    }
+    return Math.max(0, Math.trunc(resolved));
+  };
 
   const flushBuffer = async (key: string, buffer: DebounceBuffer<T>) => {
     buffers.delete(key);
@@ -78,12 +88,13 @@ export function createInboundDebouncer<T>(params: {
     }
     buffer.timeout = setTimeout(() => {
       void flushBuffer(key, buffer);
-    }, debounceMs);
+    }, buffer.debounceMs);
     buffer.timeout.unref?.();
   };
 
   const enqueue = async (item: T) => {
     const key = params.buildKey(item);
+    const debounceMs = resolveDebounceMs(item);
     const canDebounce = debounceMs > 0 && (params.shouldDebounce?.(item) ?? true);
 
     if (!canDebounce || !key) {
@@ -97,11 +108,12 @@ export function createInboundDebouncer<T>(params: {
     const existing = buffers.get(key);
     if (existing) {
       existing.items.push(item);
+      existing.debounceMs = debounceMs;
       scheduleFlush(key, existing);
       return;
     }
 
-    const buffer: DebounceBuffer<T> = { items: [item], timeout: null };
+    const buffer: DebounceBuffer<T> = { items: [item], timeout: null, debounceMs };
     buffers.set(key, buffer);
     scheduleFlush(key, buffer);
   };
diff --git a/src/auto-reply/inbound.test.ts b/src/auto-reply/inbound.test.ts
index a36deb4d1..aa64ce255 100644
--- a/src/auto-reply/inbound.test.ts
+++ b/src/auto-reply/inbound.test.ts
@@ -256,6 +256,29 @@ describe("createInboundDebouncer", () => {
 
     vi.useRealTimers();
   });
+
+  it("supports per-item debounce windows when default debounce is disabled", async () => {
+    vi.useFakeTimers();
+    const calls: Array<string[]> = [];
+
+    const debouncer = createInboundDebouncer<{ key: string; id: string; windowMs: number }>({
+      debounceMs: 0,
+      buildKey: (item) => item.key,
+      resolveDebounceMs: (item) => item.windowMs,
+      onFlush: async (items) => {
+        calls.push(items.map((entry) => entry.id));
+      },
+    });
+
+    await debouncer.enqueue({ key: "forward", id: "1", windowMs: 30 });
+    await debouncer.enqueue({ key: "forward", id: "2", windowMs: 30 });
+
+    expect(calls).toEqual([]);
+    await vi.advanceTimersByTimeAsync(30);
+    expect(calls).toEqual([["1", "2"]]);
+
+    vi.useRealTimers();
+  });
 });
 
 describe("initSessionState BodyStripped", () => {
diff --git a/src/telegram/bot-handlers.ts b/src/telegram/bot-handlers.ts
index b625eb163..33f94331e 100644
--- a/src/telegram/bot-handlers.ts
+++ b/src/telegram/bot-handlers.ts
@@ -114,14 +114,33 @@ export const registerTelegramHandlers = ({
   let textFragmentProcessing: Promise<void> = Promise.resolve();
 
   const debounceMs = resolveInboundDebounceMs({ cfg, channel: "telegram" });
+  const FORWARD_BURST_DEBOUNCE_MS = 80;
+  type TelegramDebounceLane = "default" | "forward";
   type TelegramDebounceEntry = {
     ctx: TelegramContext;
     msg: Message;
     allMedia: TelegramMediaRef[];
     storeAllowFrom: string[];
     debounceKey: string | null;
+    debounceLane: TelegramDebounceLane;
     botUsername?: string;
   };
+  const resolveTelegramDebounceLane = (msg: Message): TelegramDebounceLane => {
+    const forwardMeta = msg as {
+      forward_origin?: unknown;
+      forward_from?: unknown;
+      forward_from_chat?: unknown;
+      forward_sender_name?: unknown;
+      forward_date?: unknown;
+    };
+    return (forwardMeta.forward_origin ??
+      forwardMeta.forward_from ??
+      forwardMeta.forward_from_chat ??
+      forwardMeta.forward_sender_name ??
+      forwardMeta.forward_date)
+      ? "forward"
+      : "default";
+  };
   const buildSyntheticTextMessage = (params: {
     base: Message;
     text: string;
@@ -148,16 +167,19 @@ export const registerTelegramHandlers = ({
   };
   const inboundDebouncer = createInboundDebouncer<TelegramDebounceEntry>({
     debounceMs,
+    resolveDebounceMs: (entry) =>
+      entry.debounceLane === "forward" ? FORWARD_BURST_DEBOUNCE_MS : debounceMs,
     buildKey: (entry) => entry.debounceKey,
     shouldDebounce: (entry) => {
-      if (entry.allMedia.length > 0) {
-        return false;
-      }
       const text = entry.msg.text ?? entry.msg.caption ?? "";
-      if (!text.trim()) {
+      const hasText = text.trim().length > 0;
+      if (hasText && hasControlCommand(text, cfg, { botUsername: entry.botUsername })) {
         return false;
       }
-      return !hasControlCommand(text, cfg, { botUsername: entry.botUsername });
+      if (entry.debounceLane === "forward") {
+        return true;
+      }
+      return entry.allMedia.length === 0 && hasText;
     },
     onFlush: async (entries) => {
       const last = entries.at(-1);
@@ -172,7 +194,8 @@ export const registerTelegramHandlers = ({
         .map((entry) => entry.msg.text ?? entry.msg.caption ?? "")
         .filter(Boolean)
         .join("\n");
-      if (!combinedText.trim()) {
+      const combinedMedia = entries.flatMap((entry) => entry.allMedia);
+      if (!combinedText.trim() && combinedMedia.length === 0) {
         return;
       }
       const first = entries[0];
@@ -185,7 +208,7 @@ export const registerTelegramHandlers = ({
       const messageIdOverride = last.msg.message_id ? String(last.msg.message_id) : undefined;
       await processMessage(
         buildSyntheticContext(baseCtx, syntheticMessage),
-        [],
+        combinedMedia,
         first.storeAllowFrom,
         messageIdOverride ? { messageIdOverride } : undefined,
       );
@@ -722,8 +745,9 @@ export const registerTelegramHandlers = ({
     const senderId = msg.from?.id ? String(msg.from.id) : "";
     const conversationKey =
       resolvedThreadId != null ? `${chatId}:topic:${resolvedThreadId}` : String(chatId);
+    const debounceLane = resolveTelegramDebounceLane(msg);
     const debounceKey = senderId
-      ? `telegram:${accountId ?? "default"}:${conversationKey}:${senderId}`
+      ? `telegram:${accountId ?? "default"}:${conversationKey}:${senderId}:${debounceLane}`
       : null;
     await inboundDebouncer.enqueue({
       ctx,
@@ -731,6 +755,7 @@ export const registerTelegramHandlers = ({
       allMedia,
       storeAllowFrom,
       debounceKey,
+      debounceLane,
       botUsername: ctx.me?.username,
     });
   };
diff --git a/src/telegram/bot.media.downloads-media-file-path-no-file-download.test.ts b/src/telegram/bot.media.downloads-media-file-path-no-file-download.test.ts
index 0dda27486..522def1ba 100644
--- a/src/telegram/bot.media.downloads-media-file-path-no-file-download.test.ts
+++ b/src/telegram/bot.media.downloads-media-file-path-no-file-download.test.ts
@@ -322,6 +322,67 @@ describe("telegram media groups", () => {
   );
 });
 
+describe("telegram forwarded bursts", () => {
+  afterEach(() => {
+    vi.clearAllTimers();
+    vi.useRealTimers();
+  });
+
+  const FORWARD_BURST_TEST_TIMEOUT_MS = process.platform === "win32" ? 45_000 : 20_000;
+
+  it(
+    "coalesces forwarded text + forwarded attachment into a single processing turn with default debounce config",
+    async () => {
+      const runtimeError = vi.fn();
+      const { handler, replySpy } = await createBotHandlerWithOptions({ runtimeError });
+      const fetchSpy = mockTelegramPngDownload();
+
+      try {
+        await handler({
+          message: {
+            chat: { id: 42, type: "private" },
+            from: { id: 777, is_bot: false, first_name: "N" },
+            message_id: 21,
+            text: "Look at this",
+            date: 1736380800,
+            forward_origin: { type: "hidden_user", date: 1736380700, sender_user_name: "A" },
+          },
+          me: { username: "openclaw_bot" },
+          getFile: async () => ({}),
+        });
+
+        await handler({
+          message: {
+            chat: { id: 42, type: "private" },
+            from: { id: 777, is_bot: false, first_name: "N" },
+            message_id: 22,
+            date: 1736380801,
+            photo: [{ file_id: "fwd_photo_1" }],
+            forward_origin: { type: "hidden_user", date: 1736380701, sender_user_name: "A" },
+          },
+          me: { username: "openclaw_bot" },
+          getFile: async () => ({ file_path: "photos/fwd1.jpg" }),
+        });
+
+        await vi.waitFor(
+          () => {
+            expect(replySpy).toHaveBeenCalledTimes(1);
+          },
+          { timeout: FORWARD_BURST_TEST_TIMEOUT_MS, interval: 10 },
+        );
+
+        expect(runtimeError).not.toHaveBeenCalled();
+        const payload = replySpy.mock.calls[0][0];
+        expect(payload.Body).toContain("Look at this");
+        expect(payload.MediaPaths).toHaveLength(1);
+      } finally {
+        fetchSpy.mockRestore();
+      }
+    },
+    FORWARD_BURST_TEST_TIMEOUT_MS,
+  );
+});
+
 describe("telegram stickers", () => {
   const STICKER_TEST_TIMEOUT_MS = process.platform === "win32" ? 30_000 : 20_000;