diff --git a/kimi_k2_reasoning_parser.py b/kimi_k2_reasoning_parser.py
index 1a43eaf..2a2b9c7 100644
--- a/kimi_k2_reasoning_parser.py
+++ b/kimi_k2_reasoning_parser.py
@@ -249,6 +249,13 @@ class KimiK2ReasoningParser(ReasoningParser):
         if self.is_reasoning_end(previous_token_ids):
             # Strip any residual think tags that might appear in content
             cleaned = self._strip_think_tags(delta_text)
+            if not cleaned:
+                return None
+            # If tool-calls section markers are present, suppress them
+            # from content — the tool parser handles them via current_text
+            # re-parsing and does not need them forwarded as content.
+            for variant in self._tool_section_start_variants:
+                cleaned = cleaned.replace(variant, "")
             return DeltaMessage(content=cleaned) if cleaned else None
 
         # ── Check for </think> in this delta ──
@@ -270,15 +277,13 @@ class KimiK2ReasoningParser(ReasoningParser):
         tool_idx = self._find_tool_section_start(delta_text)
         if tool_idx != -1:
             reasoning = self._strip_think_tags(delta_text[:tool_idx])
-            # Forward the tool section marker as content so the tool
-            # parser can detect it.
-            content = delta_text[tool_idx:]
-
+            # Do NOT forward the tool section marker as content.  The
+            # tool parser detects it via current_text re-parsing on its
+            # own.  Forwarding it causes double-handling and empty content
+            # deltas.
             kwargs = {}
             if reasoning:
                 kwargs["reasoning"] = reasoning
-            if content:
-                kwargs["content"] = content
             return DeltaMessage(**kwargs) if kwargs else None
 
         # ── Still in reasoning — strip <think> tag if present ──
diff --git a/kimi_k2_tool_parser.py b/kimi_k2_tool_parser.py
index 3128bdb..137860e 100644
--- a/kimi_k2_tool_parser.py
+++ b/kimi_k2_tool_parser.py
@@ -522,12 +522,17 @@ class KimiK2ToolParser(ToolParser):
             pre_section = current_text[len(previous_text):section_start_in_text]
             if pre_section.strip():
                 return DeltaMessage(content=pre_section)
-            return DeltaMessage(content="")
+            # No real content before the section — return None instead of
+            # an empty-string delta.  Empty content deltas confuse clients
+            # that distinguish content=null from content="".
+            return None
 
         # Case 4: Inside an open tool section but tool calls aren't
-        # parseable yet — emit empty delta to keep the stream alive.
+        # parseable yet — return None.  The serving layer will emit
+        # its own keep-alive if needed; we should not emit empty-string
+        # content deltas that pollute the response.
         if in_open_section:
-            return DeltaMessage(content="")
+            return None
 
         # Case 5: Section is closed and we're past it — forward any
         # new content that appeared after the section end marker.