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Empty `AIMessage` when using `astream()` with Anthropic programmatic tool calling
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上游 issue 正文
### Checked other resources
- [x] This is a bug, not a usage question.
- [x] I added a clear and descriptive title that summarizes this issue.
- [x] I used the GitHub search to find a similar question and didn't find it.
- [x] I am sure that this is a bug in LangChain rather than my code.
- [x] The bug is not resolved by updating to the latest stable version of LangChain (or the specific integration package).
- [x] This is not related to the langchain-community package.
- [x] I posted a self-contained, minimal, reproducible example. A maintainer can copy it and run it AS IS.
### Package (Required)
- [ ] langchain
- [ ] langchain-openai
- [x] langchain-anthropic
- [ ] langchain-classic
- [ ] langchain-core
- [ ] langchain-cli
- [ ] langchain-model-profiles
- [ ] langchain-tests
- [ ] langchain-text-splitters
- [ ] langchain-chroma
- [ ] langchain-deepseek
- [ ] langchain-exa
- [ ] langchain-fireworks
- [ ] langchain-groq
- [ ] langchain-huggingface
- [ ] langchain-mistralai
- [ ] langchain-nomic
- [ ] langchain-ollama
- [ ] langchain-perplexity
- [ ] langchain-prompty
- [ ] langchain-qdrant
- [ ] langchain-xai
- [ ] Other / not sure / general
### Example Code (Python)
```python
"""
Minimal reproduction of langchain-anthropic streaming bug with code execution.
Bug: When streaming with Anthropic code execution that calls external tools,
the `message_start` event can contain pre-completed content blocks, but
`_make_message_chunk_from_anthropic_event` ignores this content and creates
an empty chunk. This results in an empty AIMessage after aggregation.
To run:
pip install langchain-anthropic
export ANTHROPIC_API_KEY=your_key
python minimal_repro_streaming_bug.py
"""
import asyncio
import os
from langchain_anthropic import ChatAnthropic
from langchain_core.messages import HumanMessage, ToolMessage
from langchain_core.tools import tool
@tool(extras={"allowed_callers": ["code_execution_20250825"]})
def calculate(expression: str) -> str:
"""Evaluate a mathema…
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