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:Feature: Support Anthropic mid-conversation system messages (MidConversationSystemBlockParam / role:system in messages) in ChatAnthropic
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上游 issue 正文
### Submission checklist
- [x] This is a feature request, not a bug report or usage question.
- [x] I added a clear and descriptive title that summarizes the feature request.
- [x] I used the GitHub search to find a similar feature request and didn't find it.
- [x] I checked the LangChain documentation and API reference to see if this feature already exists.
- [x] This is not related to the langchain-community package.
### Package (Required)
- [ ] langchain
- [ ] langchain-openai
- [x] langchain-anthropic
- [ ] langchain-classic
- [ ] langchain-core
- [ ] 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-openrouter
- [ ] langchain-perplexity
- [ ] langchain-qdrant
- [ ] langchain-xai
- [ ] Other / not sure / general
### Feature Description
## Summary
`ChatAnthropic` / `_format_messages` cannot express Anthropic's mid-conversation system instructions — neither `MidConversationSystemBlockParam` (`type: "mid_conv_system"`) nor `role: "system"` inside the `messages` array. Every `SystemMessage` is hoisted to the single top-level `system` parameter, and two non-consecutive `SystemMessage`s raise `ValueError: Received multiple non-consecutive system messages.`
This blocks a real use case: long-running agents that need to append or update system-level constraints partway through a conversation.
## Context — Anthropic API now supports mid-conversation system
Anthropic's Messages API documents two mechanisms for system instructions that appear mid-conversation:
1. **`MidConversationSystemBlockParam`** — a content block with `type: "mid_conv_system"`, placed inside a message's `content` array. From the official docs (https://platform.claude.com/docs/en/api/messages):
> *System instructions that appear mid-conversation. …
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