diff --git a/app/intent.py b/app/intent.py
index 7dbb5fe..9e40060 100644
--- a/app/intent.py
+++ b/app/intent.py
@@ -64,14 +64,30 @@ def classify_intent(message: str) -> str:
 
     # Open WebUI background tasks — sent automatically after every chat response.
     # They include the full chat history, so they'd mis-trigger execute/task intents.
-    # Patterns: "### Task:", "Query: <text>" (query augmentation), meta-task keywords.
+
+    # Pattern 1: OW meta-task headers and keyword phrases
     if (msg.startswith("### task:") or
             msg.startswith("query:") or
             "chat history" in msg or
             "summarizing the chat" in msg or
             "categorizing the main themes" in msg or
             "follow-up questions" in msg or
-            "3-5 word title" in msg):
+            "3-5 word title" in msg or
+            "provided context" in msg or
+            "following conversation" in msg or
+            "based on the conversation" in msg):
+        return "planning"
+
+    # Pattern 2: conversation history dumps — contain role marker pairs.
+    # Real user messages never contain both "user:" and "assistant:" labels.
+    if "user:" in msg and "assistant:" in msg:
+        return "planning"
+    if msg.count("user:") >= 2 or msg.count("assistant:") >= 2:
+        return "planning"
+
+    # Pattern 3: OW markdown template headers (### ) in long messages.
+    # Real mobile messages don't use markdown section headers.
+    if "### " in msg and len(msg) > 200:
         return "planning"
 
     # Project creation — check before task/query