Files
langchain/libs
Sydney Runkle 6e2f46d04c feat(langchain): middleware support in create_agent (#32828)
## Overview

Adding new `AgentMiddleware` primitive that supports `before_model`,
`after_model`, and `prepare_model_request` hooks.

This is very exciting! It makes our `create_agent` prebuilt much more
extensible + capable. Still in alpha and subject to change.

This is different than the initial
[implementation](https://github.com/langchain-ai/langgraph/tree/nc/25aug/agent)
in that it:
* Fills in gaps w/ missing features, for ex -- new structured output,
optionality of tools + system prompt, sync and async model requests,
provider builtin tools
* Exposes private state extensions for middleware, enabling things like
model call tracking, etc
* Middleware can register tools
* Uses a `TypedDict` for `AgentState` -- dataclass subclassing is tricky
w/ required values + required decorators
* Addition of `model_settings` to `ModelRequest` so that we can pass
through things to bind (like cache kwargs for anthropic middleware)

## TODOs

### top prio
- [x] add middleware support to existing agent
- [x] top prio middlewares
  - [x] summarization node
  - [x] HITL
  - [x] prompt caching
 
other ones
- [x] model call limits
- [x] tool calling limits
- [ ] usage (requires output state)

### secondary prio
- [x] improve typing for state updates from middleware (not working
right now w/ simple `AgentUpdate` and `AgentJump`, at least in Python)
- [ ] add support for public state (input / output modifications via
pregel channel mods) -- to be tackled in another PR
- [x] testing!

### docs
See https://github.com/langchain-ai/docs/pull/390
- [x] high level docs about middleware
- [x] summarization node
- [x] HITL
- [x] prompt caching

## open questions

Lots of open questions right now, many of them inlined as comments for
the short term, will catalog some more significant ones here.

---------

Co-authored-by: Harrison Chase <hw.chase.17@gmail.com>
2025-09-08 01:10:57 +00:00
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