diff --git a/backend/api/server.py b/backend/api/server.py
index 97d2ae2..3cfdd80 100644
--- a/backend/api/server.py
+++ b/backend/api/server.py
@@ -71,6 +71,7 @@ from src.run_state_store import ACTIVE_RUN_STATUSES, RunStateStore
 from src.session_store import (
     DEFAULT_AGENT_SESSION_DIR,
     StoredAgentSession,
+    append_agent_display_message,
     agent_session_delta,
     cancel_session_input_queue,
     consume_session_guidance,
@@ -1834,6 +1835,12 @@ def create_app(state: AgentState) -> FastAPI:
             content=content,
             metadata=payload.metadata,
         )
+        if item.get('kind') == 'guidance':
+            _append_guidance_display_message(
+                safe_id,
+                directory=directory,
+                item=item,
+            )
         return {'session_id': safe_id, 'item': item}
 
     @app.patch('/api/sessions/{session_id}/input-queue/{item_id}')
@@ -1857,6 +1864,12 @@ def create_app(state: AgentState) -> FastAPI:
         )
         if item is None:
             raise HTTPException(status_code=404, detail='Queue item not found')
+        if item.get('kind') == 'guidance' and item.get('status') == 'pending':
+            _append_guidance_display_message(
+                safe_id,
+                directory=directory,
+                item=item,
+            )
         return {'session_id': safe_id, 'item': item}
 
     @app.delete('/api/sessions/{session_id}/input-queue/{item_id}')
@@ -3050,6 +3063,40 @@ def _normalize_transcript_entry(entry: dict[str, Any]) -> dict[str, Any]:
     return out
 
 
+def _append_guidance_display_message(
+    session_id: str,
+    *,
+    directory: Path,
+    item: dict[str, Any],
+) -> None:
+    content = str(item.get('content') or '').strip()
+    item_id = item.get('id')
+    if (
+        not content
+        or not isinstance(item_id, int)
+        or isinstance(item_id, bool)
+    ):
+        return
+    message_id = f'user_guidance_{item_id}'
+    append_agent_display_message(
+        session_id,
+        {
+            'role': 'user',
+            'content': content,
+            'state': 'final',
+            'message_id': message_id,
+            'metadata': {
+                'kind': 'runtime_guidance_display',
+                'queue_item_id': item_id,
+                'lineage_id': message_id,
+                'run_id': str(item.get('run_id') or ''),
+                'created_at': float(item.get('created_at') or time.time()),
+            },
+        },
+        directory=directory,
+    )
+
+
 def _truncate_api_text(text: str, limit: int) -> str:
     if len(text) <= limit:
         return text
diff --git a/frontend/app/components/assistant-ui/thread.tsx b/frontend/app/components/assistant-ui/thread.tsx
index 2798255..f0beb80 100644
--- a/frontend/app/components/assistant-ui/thread.tsx
+++ b/frontend/app/components/assistant-ui/thread.tsx
@@ -985,7 +985,10 @@ const ComposerPendingInputQueue: FC<{ sessionId: string | null }> = ({
 									status: "pending",
 								})
 									.catch(() => undefined)
-									.finally(dispatchInputQueueChanged);
+									.finally(() => {
+										dispatchInputQueueChanged();
+										window.dispatchEvent(new Event("claw-sessions-changed"));
+									});
 							}}
 						>
 							引导
diff --git a/src/session_store.py b/src/session_store.py
index d553cba..a353168 100644
--- a/src/session_store.py
+++ b/src/session_store.py
@@ -213,6 +213,79 @@ def agent_session_delta(
     }
 
 
+def append_agent_display_message(
+    session_id: str,
+    message: JSONDict,
+    directory: Path | None = None,
+) -> dict[str, Any] | None:
+    target_dir = directory or DEFAULT_AGENT_SESSION_DIR
+    if not isinstance(message, dict):
+        return None
+    message_key = _display_message_key(message)
+    message_json = json.dumps(message, ensure_ascii=False, sort_keys=True)
+    now = time.time()
+    with _connect_agent_session_db(target_dir) as conn:
+        existing = conn.execute(
+            """
+            select seq, message_json
+            from agent_display_messages
+            where session_id = ? and message_key = ?
+            order by seq asc
+            limit 1
+            """,
+            (session_id, message_key),
+        ).fetchone()
+        if existing is not None:
+            if existing['message_json'] != message_json:
+                conn.execute(
+                    """
+                    update agent_display_messages
+                    set role = ?,
+                        updated_at = ?,
+                        message_json = ?
+                    where session_id = ? and seq = ?
+                    """,
+                    (
+                        str(message.get('role') or ''),
+                        now,
+                        message_json,
+                        session_id,
+                        int(existing['seq']),
+                    ),
+                )
+            return {
+                'seq': int(existing['seq']),
+                'updated_at': now,
+                'message': message,
+            }
+        latest = conn.execute(
+            """
+            select max(seq) as latest_seq
+            from agent_display_messages
+            where session_id = ?
+            """,
+            (session_id,),
+        ).fetchone()
+        seq = int(latest['latest_seq'] or 0) + 1 if latest is not None else 1
+        conn.execute(
+            """
+            insert into agent_display_messages (
+                session_id, seq, message_key, role, updated_at, message_json
+            )
+            values (?, ?, ?, ?, ?, ?)
+            """,
+            (
+                session_id,
+                seq,
+                message_key,
+                str(message.get('role') or ''),
+                now,
+                message_json,
+            ),
+        )
+    return {'seq': seq, 'updated_at': now, 'message': message}
+
+
 def enqueue_session_input(
     session_id: str,
     *,