diff --git a/libs/core/langchain_core/tools/base.py b/libs/core/langchain_core/tools/base.py
index 692bcf50ecb..67c64fb1f17 100644
--- a/libs/core/langchain_core/tools/base.py
+++ b/libs/core/langchain_core/tools/base.py
@@ -9,7 +9,7 @@ import logging
 import typing
 import warnings
 from abc import ABC, abstractmethod
-from collections.abc import Callable  # noqa: TC003
+from collections.abc import Callable, Sequence
 from inspect import signature
 from typing import (
     TYPE_CHECKING,
@@ -69,7 +69,6 @@ from langchain_core.utils.pydantic import (
 
 if TYPE_CHECKING:
     import uuid
-    from collections.abc import Sequence
 
 FILTERED_ARGS = ("run_manager", "callbacks")
 TOOL_MESSAGE_BLOCK_TYPES = (
@@ -398,12 +397,19 @@ class ToolException(Exception):  # noqa: N818
 
 
 ArgsSchema = TypeBaseModel | dict[str, Any]
-ToolExceptionHandlerOutput = str | list[str | dict[str, Any]]
+MessageContentBlock = str | dict[str, Any]
+"""A single message content block: plain text or a structured block.
+
+A dict block is only considered valid at runtime when its `type` key is one of
+`TOOL_MESSAGE_BLOCK_TYPES` (see `_is_message_content_block`); the static type
+intentionally stays broad because block payloads vary by provider format.
+"""
+ToolExceptionHandlerOutput = str | Sequence[MessageContentBlock]
 """Content returned by a `handle_tool_error` callable.
 
-Error handlers may return plain text or structured message content blocks.
-When the original tool call includes a `tool_call_id`, this content is used
-as the content of a `ToolMessage` with `status="error"`.
+Error handlers may return plain text or a sequence of structured message
+content blocks. When the original tool call includes a `tool_call_id`, this
+content is normalized to the content of a `ToolMessage` with `status="error"`.
 """
 
 _EMPTY_SET: frozenset[str] = frozenset()
@@ -1302,8 +1308,8 @@ def _format_output(
         return content
     if isinstance(content, ToolOutputMixin) or tool_call_id is None:
         return content
-    if not _is_message_content_type(content):
-        content = _stringify(content)
+    normalized_content = _normalize_message_content(content)
+    content = _stringify(content) if normalized_content is None else normalized_content
     return ToolMessage(
         content,
         artifact=artifact,
@@ -1313,20 +1319,28 @@ def _format_output(
     )
 
 
-def _is_message_content_type(obj: Any) -> bool:
-    """Check if object is valid message content format.
+def _normalize_message_content(obj: Any) -> str | list[MessageContentBlock] | None:
+    """Coerce valid message content to the shape expected by `ToolMessage`.
 
-    Validates content for OpenAI or Anthropic format tool messages.
+    A string passes through unchanged; any `Sequence` of valid content blocks
+    (e.g. a list or tuple) is materialized into a `list`. Returning `None`
+    signals the caller (`_format_output`) that `obj` is not message content and
+    should be stringified instead.
 
     Args:
-        obj: The object to check.
+        obj: The object to normalize.
 
     Returns:
-        `True` if the object is valid message content, `False` otherwise.
+        The normalized content, or `None` if `obj` is not valid message content.
     """
-    return isinstance(obj, str) or (
-        isinstance(obj, list) and all(_is_message_content_block(e) for e in obj)
-    )
+    if isinstance(obj, str):
+        return obj
+    # Validate lazily before materializing: `all` short-circuits on the first
+    # invalid element, so a large non-content sequence (e.g. `range(10**12)`)
+    # falls back to stringification without allocating it.
+    if isinstance(obj, Sequence) and all(_is_message_content_block(e) for e in obj):
+        return list(obj)
+    return None
 
 
 def _is_message_content_block(obj: Any) -> bool:
diff --git a/libs/core/tests/unit_tests/test_tools.py b/libs/core/tests/unit_tests/test_tools.py
index 9003ac8320e..274b25874f8 100644
--- a/libs/core/tests/unit_tests/test_tools.py
+++ b/libs/core/tests/unit_tests/test_tools.py
@@ -60,7 +60,7 @@ from langchain_core.tools.base import (
     _DirectlyInjectedToolArg,
     _format_output,
     _is_message_content_block,
-    _is_message_content_type,
+    _normalize_message_content,
     get_all_basemodel_annotations,
 )
 from langchain_core.utils.function_calling import (
@@ -827,9 +827,9 @@ def test_exception_handling_callable() -> None:
 
 
 def test_exception_handling_callable_message_content_blocks() -> None:
-    expected: list[str | dict[str, Any]] = [{"type": "text", "text": "handled error"}]
+    expected: list[dict[str, Any]] = [{"type": "text", "text": "handled error"}]
 
-    def handling(e: ToolException) -> list[str | dict[str, Any]]:
+    def handling(e: ToolException) -> list[dict[str, Any]]:
         return expected
 
     tool_ = _FakeExceptionTool(handle_tool_error=handling)
@@ -843,6 +843,40 @@ def test_exception_handling_callable_message_content_blocks() -> None:
     assert actual.tool_call_id == "call_1"
 
 
+def test_exception_handling_callable_message_content_blocks_sequence() -> None:
+    content = ({"type": "text", "text": "handled error"},)
+
+    def handling(e: ToolException) -> tuple[dict[str, Any], ...]:
+        return content
+
+    tool_ = _FakeExceptionTool(handle_tool_error=handling)
+    actual = tool_.invoke(
+        {"type": "tool_call", "args": {}, "name": "exception", "id": "call_1"}
+    )
+
+    assert isinstance(actual, ToolMessage)
+    assert actual.content == list(content)
+    assert actual.status == "error"
+    assert actual.tool_call_id == "call_1"
+
+
+def test_exception_handling_callable_invalid_blocks_stringified() -> None:
+    # A sequence whose elements are not valid content blocks is not message
+    # content, so it falls back to a JSON-stringified ToolMessage.
+    def handling(e: ToolException) -> list[dict[str, Any]]:
+        return [{"text": "foo"}]  # missing 'type' -> not a valid block
+
+    tool_ = _FakeExceptionTool(handle_tool_error=handling)
+    actual = tool_.invoke(
+        {"type": "tool_call", "args": {}, "name": "exception", "id": "call_1"}
+    )
+
+    assert isinstance(actual, ToolMessage)
+    assert actual.content == '[{"text": "foo"}]'
+    assert actual.status == "error"
+    assert actual.tool_call_id == "call_1"
+
+
 def test_exception_handling_non_tool_exception() -> None:
     tool_ = _FakeExceptionTool(exception=ValueError("some error"))
     with pytest.raises(ValueError, match="some error"):
@@ -875,9 +909,9 @@ async def test_async_exception_handling_callable() -> None:
 
 
 async def test_async_exception_handling_callable_message_content_blocks() -> None:
-    expected: list[str | dict[str, Any]] = [{"type": "text", "text": "handled error"}]
+    expected: list[dict[str, Any]] = [{"type": "text", "text": "handled error"}]
 
-    def handling(e: ToolException) -> list[str | dict[str, Any]]:
+    def handling(e: ToolException) -> list[dict[str, Any]]:
         return expected
 
     tool_ = _FakeExceptionTool(handle_tool_error=handling)
@@ -891,6 +925,25 @@ async def test_async_exception_handling_callable_message_content_blocks() -> Non
     assert actual.tool_call_id == "call_1"
 
 
+async def test_async_exception_handling_callable_message_content_blocks_sequence() -> (
+    None
+):
+    content = ({"type": "text", "text": "handled error"},)
+
+    def handling(e: ToolException) -> tuple[dict[str, Any], ...]:
+        return content
+
+    tool_ = _FakeExceptionTool(handle_tool_error=handling)
+    actual = await tool_.ainvoke(
+        {"type": "tool_call", "args": {}, "name": "exception", "id": "call_1"}
+    )
+
+    assert isinstance(actual, ToolMessage)
+    assert actual.content == list(content)
+    assert actual.status == "error"
+    assert actual.tool_call_id == "call_1"
+
+
 async def test_async_exception_handling_non_tool_exception() -> None:
     tool_ = _FakeExceptionTool(exception=ValueError("some error"))
     with pytest.raises(ValueError, match="some error"):
@@ -2184,11 +2237,19 @@ def test__is_message_content_block(obj: Any, *, expected: bool) -> None:
     [
         ("foo", True),
         (valid_tool_result_blocks, True),
+        (tuple(valid_tool_result_blocks), True),
+        ([], True),  # empty sequences are vacuously valid content
+        ((), True),
         (invalid_tool_result_blocks, False),
+        (tuple(invalid_tool_result_blocks), False),
+        (({"type": "text", "text": "ok"}, {"text": "bad"}), False),  # mixed
+        # Large non-content sequence: must reject lazily without materializing
+        # (would hang/OOM if validation allocated the sequence first).
+        (range(10**12), False),
     ],
 )
-def test__is_message_content_type(obj: Any, *, expected: bool) -> None:
-    assert _is_message_content_type(obj) is expected
+def test_normalize_message_content_validity(obj: Any, *, expected: bool) -> None:
+    assert (_normalize_message_content(obj) is not None) is expected
 
 
 @pytest.mark.parametrize("use_v1_namespace", [True, False])
@@ -3750,11 +3811,12 @@ def test_format_output_list_with_non_mixin_element() -> None:
 
 
 def test_format_output_empty_list() -> None:
-    """An empty list falls through to stringify-and-wrap."""
+    """An empty list is vacuously valid content and wrapped unchanged."""
     result = _format_output(
         [], artifact=None, tool_call_id="0", name="t", status="success"
     )
     assert isinstance(result, ToolMessage)
+    assert result.content == []
     assert result.tool_call_id == "0"