fix(anthropic): drop and self-heal empty thinking blocks on /v1/messages (#38625)

* fix(anthropic): drop and self-heal empty thinking blocks on /v1/messages

* test(anthropic): pin early-signature carry across the blank thinking chunk skip

litellm/llms/anthropic/common_utils.py

@@ -974,19 +974,25 @@ def strip_advisor_blocks_from_messages(messages: list[Any], replace_with_text: b
     return messages
 
 
-def is_anthropic_invalid_thinking_signature_error(error_text: str) -> bool:
+def is_anthropic_invalid_thinking_block_error(error_text: str) -> bool:
     """
-    Detect Anthropic 400 errors caused by missing or invalid thinking signatures.
+    Detect Anthropic 400 errors caused by invalid thinking blocks in replayed
+    history: a missing or invalid signature, or a block with empty thinking text.
 
     Known error formats:
     {"message":"messages.2.content.0.thinking.signature.str: Input should be a valid string"}
     messages.N.content.M.thinking.signature.str: Input should be a valid string
     messages.N.content.M: Invalid `signature` in `thinking` block
+    messages.N.content.M.thinking: each thinking block must contain thinking
     """
     if not error_text:
         return False
     lower: Final = error_text.lower()
-    return "thinking" in lower and "signature" in lower and ("invalid" in lower or "valid string" in lower)
+    if "thinking" not in lower:
+        return False
+    if "signature" in lower and ("invalid" in lower or "valid string" in lower):
+        return True
+    return "must contain thinking" in lower
 
 
 def strip_thinking_blocks_from_anthropic_messages(messages: list[Any]) -> list[Any]:
@@ -1028,22 +1034,29 @@ def strip_thinking_blocks_from_anthropic_messages_request_dict(
     data.pop("thinking", None)
 
 
-def strip_empty_text_blocks_from_anthropic_messages(
+def strip_empty_content_blocks_from_anthropic_messages(
     messages: list[Any],
 ) -> list[Any]:
     """
     Return a new message list with empty or whitespace-only ``{"type": "text"}``
-    content blocks removed.
+    and ``{"type": "thinking"}`` content blocks removed.
 
     Anthropic's API rejects requests containing such blocks with
-    ``"messages: text content blocks must be non-empty"``, but assistant
-    messages from Anthropic routinely arrive with ``{"type": "text", "text": ""}``
-    alongside ``tool_use`` blocks (see anthropics/anthropic-sdk-python#461).
+    ``"messages: text content blocks must be non-empty"`` and
+    ``"messages.N.content.M.thinking: each thinking block must contain
+    thinking"`` respectively.  Assistant messages routinely arrive with
+    ``{"type": "text", "text": ""}`` alongside ``tool_use`` blocks (see
+    anthropics/anthropic-sdk-python#461), and a turn served by a
+    non-Anthropic reasoning model through the /v1/messages bridge can carry
+    ``{"type": "thinking", "thinking": ""}`` when the model produced no
+    reasoning text (e.g. it went straight to parallel tool calls).
     Multi-turn tool-use clients (e.g. Claude Code) loop these prior responses
     back as conversation history, which then causes the next request to 400
     on the unified ``/v1/messages`` path.  ``/v1/chat/completions`` already
     handles this in ``anthropic_messages_pt``; this helper provides the
     equivalent guarantee for the native Anthropic Messages path.
+    ``redacted_thinking`` blocks are never touched: they carry opaque
+    ``data`` instead of thinking text.
 
     Messages whose content is a list and becomes empty after stripping are
     omitted, matching :func:`strip_thinking_blocks_from_anthropic_messages`.
@@ -1056,7 +1069,7 @@ def strip_empty_text_blocks_from_anthropic_messages(
             out.append(m)
             continue
         content = m["content"]
-        filtered = [b for b in content if not _is_empty_text_block(b)]
+        filtered = [b for b in content if not _is_empty_text_block(b) and not is_empty_thinking_block(b)]
         if len(filtered) == len(content):
             out.append(m)
         elif filtered:
@@ -1071,6 +1084,21 @@ def _is_empty_text_block(block: Any) -> bool:
     return not isinstance(text, str) or not text.strip()
 
 
+def is_empty_thinking_block(block: object) -> bool:
+    """
+    True for a ``{"type": "thinking"}`` content block whose thinking text is
+    missing, not a string, or empty/whitespace-only after ``.strip()``.
+    Anthropic rejects such blocks with ``"each thinking block must contain
+    thinking"`` (whitespace-only included, verified live), regardless of any
+    signature they carry.  ``redacted_thinking`` blocks are a different type
+    and always return False.
+    """
+    if not isinstance(block, dict) or block.get("type") != "thinking":
+        return False
+    thinking: Final = block.get("thinking")
+    return not isinstance(thinking, str) or not thinking.strip()
+
+
 def normalize_anthropic_tool_use_id(raw_id: str) -> str:
     """
     Normalize a tool_use / tool_result id for Anthropic's ``^[a-zA-Z0-9_-]+$``

litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py

@@ -1029,6 +1029,8 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
 
     @staticmethod
     def _is_blank_delta(chunk: "ModelResponseStream") -> bool:
+        from litellm.llms.anthropic.common_utils import is_empty_thinking_block
+
         choice: Final = chunk.choices[0]
         if choice.finish_reason is not None:
             return False
@@ -1039,7 +1041,11 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
             return False
         if getattr(delta, "reasoning_content", None):
             return False
-        if getattr(delta, "thinking_blocks", None):
+        # thinking_blocks whose entries are all empty (even if signed) must not
+        # open a block: the emitted {"type": "thinking", "thinking": ""} gets
+        # replayed as history and Anthropic rejects it (LIT-6357).
+        thinking_blocks: Final = getattr(delta, "thinking_blocks", None)
+        if thinking_blocks and any(isinstance(b, dict) and not is_empty_thinking_block(b) for b in thinking_blocks):
             return False
         return True
 

litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py

@@ -89,7 +89,10 @@ from litellm.litellm_core_utils.prompt_templates.factory import (
 from litellm.litellm_core_utils.reasoning_effort_utils import (
     reasoning_effort_from_thinking_budget,
 )
-from litellm.llms.anthropic.common_utils import normalize_anthropic_tool_use_id
+from litellm.llms.anthropic.common_utils import (
+    is_empty_thinking_block,
+    normalize_anthropic_tool_use_id,
+)
 from litellm.llms.anthropic.experimental_pass_through.context_management import (
     PolyfillResult,
 )
@@ -1264,6 +1267,8 @@ class LiteLLMAnthropicMessagesAdapter:
             if hasattr(choice.message, "thinking_blocks") and choice.message.thinking_blocks:
                 for thinking_block in choice.message.thinking_blocks:
                     if thinking_block.get("type") == "thinking":
+                        if is_empty_thinking_block(thinking_block):
+                            continue
                         thinking_value = thinking_block.get("thinking", "")
                         signature_value = thinking_block.get("signature", "")
                         new_content.append(

litellm/llms/anthropic/experimental_pass_through/messages/handler.py

@@ -17,7 +17,7 @@ from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
 from litellm.llms.anthropic.common_utils import (
     flatten_unencrypted_web_search_results_in_anthropic_messages,
     sanitize_tool_use_ids_in_anthropic_messages,
-    strip_empty_text_blocks_from_anthropic_messages,
+    strip_empty_content_blocks_from_anthropic_messages,
 )
 from litellm.llms.base_llm.anthropic_messages.transformation import (
     BaseAnthropicMessagesConfig,
@@ -242,17 +242,20 @@ async def anthropic_messages(
     """
     Async: Make llm api request in Anthropic /messages API spec.
 
-    Runs the empty-text-block sanitizer before any backend dispatch.
+    Runs the empty-content-block sanitizer before any backend dispatch.
     """
     # Anthropic's API rejects requests containing empty / whitespace-only
-    # text content blocks with "messages: text content blocks must be
-    # non-empty".  Multi-turn tool-use clients (e.g. Claude Code) routinely
-    # loop assistant responses that contain {"type": "text", "text": ""}
-    # alongside tool_use blocks back as conversation history, which then
-    # causes the next /v1/messages call to 400.  /v1/chat/completions
-    # already handles this in anthropic_messages_pt; sanitize the native
-    # Anthropic Messages path here for the same guarantee.  See #22930.
-    messages = strip_empty_text_blocks_from_anthropic_messages(messages)
+    # text content blocks ("messages: text content blocks must be
+    # non-empty") and empty thinking blocks ("each thinking block must
+    # contain thinking").  Multi-turn tool-use clients (e.g. Claude Code)
+    # routinely loop assistant responses that contain such blocks — an empty
+    # text block alongside tool_use, or an empty thinking block from a turn
+    # a non-Anthropic reasoning model served through the bridge — back as
+    # conversation history, which then causes the next /v1/messages call to
+    # 400.  /v1/chat/completions already handles this in
+    # anthropic_messages_pt; sanitize the native Anthropic Messages path
+    # here for the same guarantee.  See #22930.
+    messages = strip_empty_content_blocks_from_anthropic_messages(messages)
     # Replay of cross-provider tool history (e.g. kimi -> Anthropic) may carry
     # ids like ``functions.Bash:0`` that violate Anthropic's id pattern.
     messages = sanitize_tool_use_ids_in_anthropic_messages(messages)
@@ -374,7 +377,7 @@ async def anthropic_messages(
         api_base=api_base,
         client=client,
         custom_llm_provider=custom_llm_provider,
-        # messages were already empty-text-block sanitized at the top of this
+        # messages were already empty-content-block sanitized at the top of this
         # function and are NOT reassigned before this dispatch, so the handler
         # can skip its (otherwise redundant) second full-messages scan. Passed
         # explicitly (not via **kwargs) so it only affects this direct
@@ -451,7 +454,7 @@ def anthropic_messages_handler(
     # ``_litellm_messages_presanitized`` to skip this redundant second
     # full-messages scan. Pop it so it never leaks into provider params.
     if not kwargs.pop("_litellm_messages_presanitized", False):
-        messages = strip_empty_text_blocks_from_anthropic_messages(messages)
+        messages = strip_empty_content_blocks_from_anthropic_messages(messages)
         messages = sanitize_tool_use_ids_in_anthropic_messages(messages)
         messages = flatten_unencrypted_web_search_results_in_anthropic_messages(messages)
 

litellm/llms/base_llm/anthropic_messages/transformation.py

@@ -159,20 +159,20 @@ class BaseAnthropicMessagesConfig(ABC):
         and issue one more attempt (bounded by max_retry_on_anthropic_messages_http_error).
         """
         from litellm.llms.anthropic.common_utils import (
-            is_anthropic_invalid_thinking_signature_error,
+            is_anthropic_invalid_thinking_block_error,
         )
 
-        return e.response.status_code == 400 and is_anthropic_invalid_thinking_signature_error(e.response.text)
+        return e.response.status_code == 400 and is_anthropic_invalid_thinking_block_error(e.response.text)
 
     def transform_anthropic_messages_request_on_http_error(self, e: httpx.HTTPStatusError, request_data: dict) -> dict:
         """
         Mutates request_data in place when retrying after a recoverable HTTP error.
         """
         from litellm.llms.anthropic.common_utils import (
-            is_anthropic_invalid_thinking_signature_error,
+            is_anthropic_invalid_thinking_block_error,
             strip_thinking_blocks_from_anthropic_messages_request_dict,
         )
 
-        if e.response.status_code == 400 and is_anthropic_invalid_thinking_signature_error(e.response.text):
+        if e.response.status_code == 400 and is_anthropic_invalid_thinking_block_error(e.response.text):
             strip_thinking_blocks_from_anthropic_messages_request_dict(request_data)
         return request_data

tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_anthropic_experimental_pass_through_adapters_transformation.py

@@ -1013,6 +1013,35 @@ def test_translate_openai_content_to_anthropic_thinking_and_redacted_thinking():
     assert result[1]["data"] == "REDACTED"
 
 
+def test_translate_openai_content_to_anthropic_drops_empty_thinking_blocks():
+    """LIT-6357 non-streaming producer half: a bridged reasoning model whose
+    thinking_blocks entry has empty or whitespace-only text (signed or not)
+    must not surface as {"type": "thinking", "thinking": ""} — clients replay
+    it as history and Anthropic 400s with "each thinking block must contain
+    thinking". Non-empty thinking and redacted_thinking pass through."""
+    openai_choices = [
+        Choices(
+            message=Message(
+                role="assistant",
+                content="the answer",
+                thinking_blocks=[
+                    {"type": "thinking", "thinking": "", "signature": "sig_abc"},
+                    {"type": "thinking", "thinking": " \n "},
+                    {"type": "thinking", "thinking": "real plan", "signature": "sigsig"},
+                    {"type": "redacted_thinking", "data": "REDACTED"},
+                ],
+            )
+        )
+    ]
+
+    adapter = LiteLLMAnthropicMessagesAdapter()
+    result = adapter._translate_openai_content_to_anthropic(choices=openai_choices)
+
+    assert [b["type"] for b in result] == ["thinking", "redacted_thinking", "text"]
+    assert result[0]["thinking"] == "real plan"
+    assert result[1]["data"] == "REDACTED"
+
+
 def test_translate_streaming_openai_chunk_to_anthropic_thinking_delta():
     choices = [
         StreamingChoices(

tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_streaming_iterator_first_delta.py

@@ -1027,3 +1027,141 @@ async def test_tool_block_start_flush_does_not_duplicate_or_drop_events(is_async
     ]
     assert _input_json_deltas(events) == ['{"file_text":', ' "hello"}']
     _assert_deltas_match_their_block_type(events)
+
+
+def _thinking_block_starts(events: List[dict]) -> List[dict]:
+    return [
+        e["content_block"]
+        for e in events
+        if e.get("type") == "content_block_start" and e["content_block"].get("type") == "thinking"
+    ]
+
+
+def _empty_thinking_then_tool_chunks(thinking: str = "", signature: str = "") -> List[MagicMock]:
+    return [
+        _thinking_chunk(thinking, signature=signature),
+        _tool_chunk("call_paris", "get_weather", '{"city": "Paris"}'),
+        _make_chunk(Delta(content=None), finish_reason="tool_calls"),
+    ]
+
+
+@pytest.mark.parametrize("is_async", [False, True])
+@pytest.mark.parametrize(
+    "thinking,signature",
+    [("", ""), (" \n\t ", ""), ("", "sig_abc")],
+    ids=["empty", "whitespace-only", "empty-but-signed"],
+)
+@pytest.mark.asyncio
+async def test_contentless_thinking_chunk_opens_no_thinking_block(is_async: bool, thinking: str, signature: str):
+    """LIT-6357 producer half: a reasoning model that goes straight to tool
+    calls streams a ``thinking_blocks`` entry with no real thinking text; the
+    wrapper used to open ``{"type": "thinking", "thinking": ""}`` for it and
+    close the block with no delta. Clients (Claude Code) replay that block as
+    history and Anthropic rejects the next tool-loop request with
+    "each thinking block must contain thinking" — empty-but-signed included.
+    The contentless chunk must open nothing; the tool_use block must be
+    unaffected."""
+    chunks = _empty_thinking_then_tool_chunks(thinking, signature)
+    if is_async:
+        wrapper = AnthropicStreamWrapper(completion_stream=_AsyncStream(chunks), model="claude-x")
+        events = await _drain_async(wrapper)
+    else:
+        wrapper = AnthropicStreamWrapper(completion_stream=iter(chunks), model="claude-x")
+        events = _drain_sync(wrapper)
+
+    assert _thinking_block_starts(events) == []
+    assert _thinking_deltas(events) == []
+    tool_starts = [
+        e["content_block"]
+        for e in events
+        if e.get("type") == "content_block_start" and e["content_block"].get("type") == "tool_use"
+    ]
+    assert [b["name"] for b in tool_starts] == ["get_weather"]
+    _assert_deltas_match_their_block_type(events)
+
+
+@pytest.mark.parametrize("is_async", [False, True])
+@pytest.mark.asyncio
+async def test_empty_first_thinking_chunk_then_real_text_still_opens_one_block(is_async: bool):
+    """The contentless-chunk skip must not eat a thinking stream whose first
+    chunk is empty but whose later chunks carry real text: exactly one thinking
+    block opens and the text flows into it."""
+    chunks = [
+        _thinking_chunk(""),
+        _thinking_chunk("Let me think"),
+        _thinking_chunk("", signature="sig123"),
+        _make_chunk(Delta(content="Hello")),
+        _make_chunk(Delta(content=None), finish_reason="stop"),
+    ]
+    if is_async:
+        wrapper = AnthropicStreamWrapper(completion_stream=_AsyncStream(chunks), model="claude-x")
+        events = await _drain_async(wrapper)
+    else:
+        wrapper = AnthropicStreamWrapper(completion_stream=iter(chunks), model="claude-x")
+        events = _drain_sync(wrapper)
+
+    assert len(_thinking_block_starts(events)) == 1
+    assert _thinking_deltas(events) == ["Let me think"]
+    assert _signature_deltas(events) == ["sig123"]
+    assert _text_deltas(events) == ["Hello"]
+    _assert_deltas_match_their_block_type(events)
+
+
+@pytest.mark.parametrize("is_async", [False, True])
+@pytest.mark.asyncio
+async def test_early_signature_on_blank_thinking_chunk_is_carried_to_the_opened_block(is_async: bool):
+    """Pins that the blank-chunk skip does not lose an early signature: the
+    classifier captures the skipped chunk's signature into the pending block
+    start body, so when real thinking text follows, the opened block still
+    carries it. Guards the LIT-6357 blank-skip against regressing signature
+    replay."""
+    chunks = [
+        _thinking_chunk("", signature="sig_early"),
+        _thinking_chunk("Let me think"),
+        _make_chunk(Delta(content="Hello")),
+        _make_chunk(Delta(content=None), finish_reason="stop"),
+    ]
+    if is_async:
+        wrapper = AnthropicStreamWrapper(completion_stream=_AsyncStream(chunks), model="claude-x")
+        events = await _drain_async(wrapper)
+    else:
+        wrapper = AnthropicStreamWrapper(completion_stream=iter(chunks), model="claude-x")
+        events = _drain_sync(wrapper)
+
+    starts = _thinking_block_starts(events)
+    assert len(starts) == 1
+    assert starts[0].get("signature") == "sig_early"
+    assert _thinking_deltas(events) == ["Let me think"]
+    assert _text_deltas(events) == ["Hello"]
+    _assert_deltas_match_their_block_type(events)
+
+
+@pytest.mark.parametrize("is_async", [False, True])
+@pytest.mark.asyncio
+async def test_early_signature_discarded_when_first_block_is_not_thinking(is_async: bool):
+    """An early signature from a skipped blank thinking chunk must not leak
+    into a text or tool_use first block, and must not resurrect an empty
+    thinking block on its own (an empty-but-signed block is exactly what
+    Anthropic rejects)."""
+    chunks = [
+        _thinking_chunk("", signature="sig_early"),
+        _make_chunk(Delta(content="Hello")),
+        _make_chunk(Delta(content=None), finish_reason="stop"),
+    ]
+    if is_async:
+        wrapper = AnthropicStreamWrapper(completion_stream=_AsyncStream(chunks), model="claude-x")
+        events = await _drain_async(wrapper)
+    else:
+        wrapper = AnthropicStreamWrapper(completion_stream=iter(chunks), model="claude-x")
+        events = _drain_sync(wrapper)
+
+    assert _thinking_block_starts(events) == []
+    text_starts = [
+        e["content_block"]
+        for e in events
+        if e.get("type") == "content_block_start" and e["content_block"].get("type") == "text"
+    ]
+    assert len(text_starts) == 1
+    assert "signature" not in text_starts[0]
+    assert _text_deltas(events) == ["Hello"]
+    _assert_deltas_match_their_block_type(events)

tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py

@@ -709,8 +709,8 @@ def test_handler_strips_when_no_presanitized_flag():
 
     with patch.object(
         handler,
-        "strip_empty_text_blocks_from_anthropic_messages",
-        wraps=handler.strip_empty_text_blocks_from_anthropic_messages,
+        "strip_empty_content_blocks_from_anthropic_messages",
+        wraps=handler.strip_empty_content_blocks_from_anthropic_messages,
     ) as spy:
         result = handler.anthropic_messages_handler(
             max_tokens=10,
@@ -729,8 +729,8 @@ def test_handler_skips_strip_when_presanitized():
 
     with patch.object(
         handler,
-        "strip_empty_text_blocks_from_anthropic_messages",
-        wraps=handler.strip_empty_text_blocks_from_anthropic_messages,
+        "strip_empty_content_blocks_from_anthropic_messages",
+        wraps=handler.strip_empty_content_blocks_from_anthropic_messages,
     ) as spy:
         result = handler.anthropic_messages_handler(
             max_tokens=10,
@@ -849,8 +849,8 @@ async def test_async_wrapper_sets_presanitized_and_sanitizes_once():
         patch("asyncio.get_event_loop", return_value=fake_loop),
         patch.object(
             handler,
-            "strip_empty_text_blocks_from_anthropic_messages",
-            wraps=handler.strip_empty_text_blocks_from_anthropic_messages,
+            "strip_empty_content_blocks_from_anthropic_messages",
+            wraps=handler.strip_empty_content_blocks_from_anthropic_messages,
         ) as spy,
     ):
         await handler.anthropic_messages(

tests/test_litellm/llms/anthropic/test_anthropic_common_utils.py

@@ -1292,11 +1292,12 @@ class TestPassthroughAuthToken:
 
 
 class TestAnthropicThinkingSignatureSelfHeal:
-    """Helpers for retrying after invalid encrypted thinking signatures."""
+    """Helpers for retrying after invalid thinking blocks in replayed history:
+    invalid encrypted signatures, and blocks with empty thinking text."""
 
-    def test_is_anthropic_invalid_thinking_signature_error_positive(self):
+    def test_is_anthropic_invalid_thinking_block_error_positive(self):
         from litellm.llms.anthropic.common_utils import (
-            is_anthropic_invalid_thinking_signature_error,
+            is_anthropic_invalid_thinking_block_error,
         )
 
         raw = (
@@ -1304,34 +1305,97 @@ class TestAnthropicThinkingSignatureSelfHeal:
             '"message":"messages.3.content.3: Invalid `signature` in `thinking` block"},'
             '"request_id":"req_011Ca2EtQDxp7x6RGUY2jVn9"}'
         )
-        assert is_anthropic_invalid_thinking_signature_error(raw) is True
+        assert is_anthropic_invalid_thinking_block_error(raw) is True
 
-    def test_is_anthropic_invalid_thinking_signature_error_positive_bedrock(self):
+    def test_is_anthropic_invalid_thinking_block_error_positive_bedrock(self):
         from litellm.llms.anthropic.common_utils import (
-            is_anthropic_invalid_thinking_signature_error,
+            is_anthropic_invalid_thinking_block_error,
         )
 
         # Real user-reported Bedrock scenario
         raw = '{"message":"messages.2.content.0.thinking.signature.str: Input should be a valid string"}'
-        assert is_anthropic_invalid_thinking_signature_error(raw) is True
+        assert is_anthropic_invalid_thinking_block_error(raw) is True
 
-    def test_is_anthropic_invalid_thinking_signature_error_positive_vertex(self):
+    def test_is_anthropic_invalid_thinking_block_error_positive_vertex(self):
         from litellm.llms.anthropic.common_utils import (
-            is_anthropic_invalid_thinking_signature_error,
+            is_anthropic_invalid_thinking_block_error,
         )
 
         raw = "messages.4.content.1.thinking.signature.str: Input should be a valid string"
-        assert is_anthropic_invalid_thinking_signature_error(raw) is True
+        assert is_anthropic_invalid_thinking_block_error(raw) is True
 
-    def test_is_anthropic_invalid_thinking_signature_error_negative(self):
+    def test_is_anthropic_invalid_thinking_block_error_negative(self):
         from litellm.llms.anthropic.common_utils import (
-            is_anthropic_invalid_thinking_signature_error,
+            is_anthropic_invalid_thinking_block_error,
         )
 
-        assert is_anthropic_invalid_thinking_signature_error("") is False
-        assert is_anthropic_invalid_thinking_signature_error("rate limit exceeded") is False
-        assert is_anthropic_invalid_thinking_signature_error("invalid_request_error: model not found") is False
-        assert is_anthropic_invalid_thinking_signature_error("thinking signature is malformed") is False
+        assert is_anthropic_invalid_thinking_block_error("") is False
+        assert is_anthropic_invalid_thinking_block_error("rate limit exceeded") is False
+        assert is_anthropic_invalid_thinking_block_error("invalid_request_error: model not found") is False
+        assert is_anthropic_invalid_thinking_block_error("thinking signature is malformed") is False
+
+    def test_is_anthropic_invalid_thinking_block_error_positive_empty_thinking(self):
+        """LIT-6357: replayed history holding {"type": "thinking", "thinking": ""}
+        (produced when a non-Anthropic reasoning model's turn is bridged to the
+        Anthropic surface with no reasoning text) 400s with a message that names
+        no signature, so the pre-rename matcher missed it and the strip-and-retry
+        never fired. Raw string captured live on 2026-08-27."""
+        from litellm.llms.anthropic.common_utils import (
+            is_anthropic_invalid_thinking_block_error,
+        )
+
+        raw = (
+            '{"type":"error","error":{"type":"invalid_request_error",'
+            '"message":"messages.1.content.0.thinking: each thinking block must contain thinking"},'
+            '"request_id":"req_011CeUTxhJj2rTUkK61qtbJ8"}'
+        )
+        assert is_anthropic_invalid_thinking_block_error(raw) is True
+
+    def test_is_empty_thinking_block(self):
+        from litellm.llms.anthropic.common_utils import is_empty_thinking_block
+
+        assert is_empty_thinking_block({"type": "thinking", "thinking": ""}) is True
+        assert is_empty_thinking_block({"type": "thinking", "thinking": " \n\t "}) is True
+        assert is_empty_thinking_block({"type": "thinking", "thinking": None}) is True
+        assert is_empty_thinking_block({"type": "thinking"}) is True
+        assert is_empty_thinking_block({"type": "thinking", "thinking": "", "signature": "sig_abc"}) is True
+        assert is_empty_thinking_block({"type": "thinking", "thinking": "plan", "signature": "sig"}) is False
+        assert is_empty_thinking_block({"type": "redacted_thinking", "data": "opaque"}) is False
+        assert is_empty_thinking_block({"type": "text", "text": ""}) is False
+        assert is_empty_thinking_block("not a dict") is False
+
+    def test_strip_empty_content_blocks_drops_empty_thinking_blocks(self):
+        """LIT-6357 ingestion half: an assistant tool-loop turn carrying an
+        empty (even signed) thinking block keeps its tool_use blocks and loses
+        the poison; whitespace-only counts as empty; a non-empty thinking block
+        and redacted_thinking are untouched."""
+        from litellm.llms.anthropic.common_utils import (
+            strip_empty_content_blocks_from_anthropic_messages,
+        )
+
+        tu = {"type": "tool_use", "id": "toolu_01A", "name": "get_weather", "input": {"city": "Paris"}}
+        msgs = [
+            {"role": "user", "content": "weather?"},
+            {
+                "role": "assistant",
+                "content": [{"type": "thinking", "thinking": "", "signature": "sig_abc"}, tu],
+            },
+            {
+                "role": "assistant",
+                "content": [
+                    {"type": "thinking", "thinking": " \n "},
+                    {"type": "thinking", "thinking": "real plan", "signature": "sig"},
+                    {"type": "redacted_thinking", "data": "opaque"},
+                ],
+            },
+            {"role": "assistant", "content": [{"type": "thinking", "thinking": ""}]},
+        ]
+        out = strip_empty_content_blocks_from_anthropic_messages(msgs)
+        assert len(out) == 3
+        assert [b["type"] for b in out[1]["content"]] == ["tool_use"]
+        assert [b["type"] for b in out[2]["content"]] == ["thinking", "redacted_thinking"]
+        assert out[2]["content"][0]["thinking"] == "real plan"
+        assert len(msgs[1]["content"]) == 2
 
     def test_strip_thinking_blocks_from_anthropic_messages(self):
         from litellm.llms.anthropic.common_utils import (
@@ -1398,14 +1462,14 @@ class TestAnthropicThinkingSignatureSelfHeal:
         assert "thinking" not in data
         assert data["messages"] == []
 
-    def test_strip_empty_text_blocks_from_anthropic_messages(self):
+    def test_strip_empty_content_blocks_from_anthropic_messages(self):
         """Covers #22930.  The core regression scenario: an assistant message
         with an empty text block alongside ``tool_use`` loses the empty block
         and keeps the ``tool_use``; a whole message that reduces to no blocks
         is dropped; whitespace-only text counts as empty; the caller's list
         is never mutated."""
         from litellm.llms.anthropic.common_utils import (
-            strip_empty_text_blocks_from_anthropic_messages,
+            strip_empty_content_blocks_from_anthropic_messages,
         )
 
         tu = {"type": "tool_use", "id": "x", "name": "Bash", "input": {}}
@@ -1414,14 +1478,14 @@ class TestAnthropicThinkingSignatureSelfHeal:
             {"role": "assistant", "content": [{"type": "text", "text": "  \n "}, tu]},
             {"role": "assistant", "content": [{"type": "text", "text": ""}]},
         ]
-        out = strip_empty_text_blocks_from_anthropic_messages(msgs)
+        out = strip_empty_content_blocks_from_anthropic_messages(msgs)
         assert len(out) == 2 and out[0] is msgs[0]
         assert [b["type"] for b in out[1]["content"]] == ["tool_use"]
         assert len(msgs[1]["content"]) == 2  # caller's content unchanged
 
     def test_strip_empty_text_blocks_preserves_thinking_blocks(self):
         from litellm.llms.anthropic.common_utils import (
-            strip_empty_text_blocks_from_anthropic_messages,
+            strip_empty_content_blocks_from_anthropic_messages,
         )
 
         msgs = [
@@ -1433,12 +1497,12 @@ class TestAnthropicThinkingSignatureSelfHeal:
                 ],
             }
         ]
-        out = strip_empty_text_blocks_from_anthropic_messages(msgs)
+        out = strip_empty_content_blocks_from_anthropic_messages(msgs)
         assert [b["type"] for b in out[0]["content"]] == ["thinking"]
 
     def test_strip_empty_text_blocks_treats_null_text_as_empty(self):
         from litellm.llms.anthropic.common_utils import (
-            strip_empty_text_blocks_from_anthropic_messages,
+            strip_empty_content_blocks_from_anthropic_messages,
         )
 
         msgs = [
@@ -1450,12 +1514,12 @@ class TestAnthropicThinkingSignatureSelfHeal:
                 ],
             }
         ]
-        out = strip_empty_text_blocks_from_anthropic_messages(msgs)
+        out = strip_empty_content_blocks_from_anthropic_messages(msgs)
         assert [b["type"] for b in out[0]["content"]] == ["tool_result"]
 
     def test_strip_empty_text_blocks_treats_missing_text_key_as_empty(self):
         from litellm.llms.anthropic.common_utils import (
-            strip_empty_text_blocks_from_anthropic_messages,
+            strip_empty_content_blocks_from_anthropic_messages,
         )
 
         msgs = [
@@ -1467,21 +1531,21 @@ class TestAnthropicThinkingSignatureSelfHeal:
                 ],
             }
         ]
-        out = strip_empty_text_blocks_from_anthropic_messages(msgs)
+        out = strip_empty_content_blocks_from_anthropic_messages(msgs)
         assert [b["type"] for b in out[0]["content"]] == ["tool_result"]
 
     def test_strip_empty_text_blocks_leaves_non_empty_text_alone(self):
         from litellm.llms.anthropic.common_utils import (
-            strip_empty_text_blocks_from_anthropic_messages,
+            strip_empty_content_blocks_from_anthropic_messages,
         )
 
         msgs = [{"role": "assistant", "content": [{"type": "text", "text": "hi"}]}]
-        out = strip_empty_text_blocks_from_anthropic_messages(msgs)
+        out = strip_empty_content_blocks_from_anthropic_messages(msgs)
         assert out[0] is msgs[0]  # untouched messages keep identity
 
     def test_strip_empty_text_blocks_treats_non_string_text_value_as_empty(self):
         from litellm.llms.anthropic.common_utils import (
-            strip_empty_text_blocks_from_anthropic_messages,
+            strip_empty_content_blocks_from_anthropic_messages,
         )
 
         msgs = [
@@ -1493,7 +1557,7 @@ class TestAnthropicThinkingSignatureSelfHeal:
                 ],
             }
         ]
-        out = strip_empty_text_blocks_from_anthropic_messages(msgs)
+        out = strip_empty_content_blocks_from_anthropic_messages(msgs)
         assert [b["type"] for b in out[0]["content"]] == ["tool_result"]
 
     def test_flatten_unencrypted_web_search_results_keeps_snippet_evidence(self):