diff --git a/homelab-ai-bot/telegram_bot.py b/homelab-ai-bot/telegram_bot.py
index 5774d6a2..2c683bad 100644
--- a/homelab-ai-bot/telegram_bot.py
+++ b/homelab-ai-bot/telegram_bot.py
@@ -128,6 +128,7 @@ log = logging.getLogger("hausmeister")
 ALLOWED_CHAT_IDS: set[int] = set()
 CHAT_ID: int | None = None
 ACTIVE_LLM_TASKS: dict[int, asyncio.Task] = {}
+_BACKGROUND_TASKS: list[asyncio.Task] = []
 
 
 
@@ -991,22 +992,28 @@ async def handle_callback(update: Update, ctx: ContextTypes.DEFAULT_TYPE):
 
 
 
-async def _send_daily_forecast(context):
+async def _send_daily_forecast(job_context):
     """Taeglich 08:00 Uhr: Systemdaten sammeln, LLM analysiert, Ergebnis senden."""
     if not CHAT_ID:
         return
-    bot = getattr(context, "bot", None) or context
+    bot = getattr(job_context, "bot", None) or job_context
     try:
         from tools.predict import handle_get_health_forecast
-        from llm import ask_with_tools
-        report = await asyncio.get_event_loop().run_in_executor(None, handle_get_health_forecast)
+        report = await asyncio.to_thread(handle_get_health_forecast)
         prompt = (
             "Morgendlicher System-Check. Analysiere diesen Report und gib eine kurze "
             "Prognose ob sich Probleme anbahnen. Nur echte Auffaelligkeiten nennen, "
             "klare Handlungsempfehlung wenn noetig. Bei allem OK: kurze Entwarnung."
             "\n\n" + report
         )
-        analysis = await asyncio.get_event_loop().run_in_executor(None, ask_with_tools, prompt)
+        handlers = context.get_tool_handlers(session_id=None)
+        analysis = await asyncio.to_thread(
+            llm.ask_with_tools,
+            prompt,
+            handlers,
+            session_id=None,
+            document_mode=False,
+        )
         msg = "🔭 *Taegliche Systemvorhersage*\n\n" + analysis
         await bot.send_message(chat_id=CHAT_ID, text=msg, parse_mode="Markdown")
         log.info("Taegl. Systemvorhersage gesendet")
@@ -1101,7 +1108,22 @@ def main():
     signal.signal(signal.SIGTERM, lambda *_: sys.exit(0))
 
     log.info("Starte Orbitalo Hausmeister-Bot...")
-    app = Application.builder().token(token).concurrent_updates(True).build()
+
+    async def post_shutdown(application):
+        for t in _BACKGROUND_TASKS:
+            if not t.done():
+                t.cancel()
+        if _BACKGROUND_TASKS:
+            await asyncio.gather(*_BACKGROUND_TASKS, return_exceptions=True)
+        _BACKGROUND_TASKS.clear()
+
+    app = (
+        Application.builder()
+        .token(token)
+        .concurrent_updates(True)
+        .post_shutdown(post_shutdown)
+        .build()
+    )
 
     app.add_handler(CommandHandler("start", cmd_start))
     app.add_handler(CommandHandler("status", cmd_status))
@@ -1181,13 +1203,13 @@ def main():
     async def post_init(application):
         await application.bot.set_my_commands(BOT_COMMANDS)
         log.info("Kommandomenü registriert")
-        asyncio.create_task(_watchdog_loop())
-        asyncio.create_task(asyncio.to_thread(llm.warmup_ollama))
-        asyncio.create_task(_monitor_loop(application))
+        _BACKGROUND_TASKS.append(asyncio.create_task(_watchdog_loop()))
+        _BACKGROUND_TASKS.append(asyncio.create_task(asyncio.to_thread(llm.warmup_ollama)))
+        _BACKGROUND_TASKS.append(asyncio.create_task(_monitor_loop(application)))
         log.info("Monitor-Loop aktiv (alle 10 Min)")
         if application.job_queue is None:
-            asyncio.create_task(_filmtipp_loop(application))
-            asyncio.create_task(_forecast_loop(application))
+            _BACKGROUND_TASKS.append(asyncio.create_task(_filmtipp_loop(application)))
+            _BACKGROUND_TASKS.append(asyncio.create_task(_forecast_loop(application)))
         _sd_notify("READY=1")
         log.info("Systemd Watchdog aktiv (50s Intervall)")