From 01b1080b6e3b1f26696f040a7b30e0a45f21dfe5 Mon Sep 17 00:00:00 2001
From: Eugene Yurtsev <eyurtsev@gmail.com>
Date: Thu, 5 Dec 2024 17:26:55 -0500
Subject: [PATCH] x

---
 docs/docs/concepts/human_in_the_loop.md | 12 ++++++++----
 docs/docs/concepts/low_level.md         |  3 +--
 libs/langgraph/langgraph/types.py       |  1 -
 3 files changed, 9 insertions(+), 7 deletions(-)

diff --git a/docs/docs/concepts/human_in_the_loop.md b/docs/docs/concepts/human_in_the_loop.md
index 32cf7582b..cffa910a6 100644
--- a/docs/docs/concepts/human_in_the_loop.md
+++ b/docs/docs/concepts/human_in_the_loop.md
@@ -18,17 +18,21 @@ Persistence allows pausing graph execution so that a human can review and / or e
 
 ## Breakpoints
 
-Breakpoints allow **pausing** graph execution to allow for human review before **resuming** execution. This functionality is enabled by LangGraph's built-in [checkpointer](./persistence.md#checkpointer), which writes a checkpoint of the graph state at each step.
+Breakpoints allow **pausing** graph execution to allow for human review before **resuming** execution. This functionality is enabled by LangGraph's built-in [checkpointer](./persistence.md), which writes a checkpoint of the graph state at each step.
 
-There are two types of breakpoints:
+You have a few options for setting breakpoints:
 
-1. [**Static breakpoints**](#static-breakpoints): Pause the graph **before** or **after** a node executes.
-2. [**Dynamic breakpoints**](#dynamic-breakpoints): Pause the graph from **inside** a node often based on some condition.
+1. [**Using the `interrupt` function**](./#interrupts): Pause the graph **inside** a node.
+2. [**Static breakpoints**](#static-breakpoints): Pause the graph **before** or **after** a node executes.
+3. [**Dynamic breakpoints**](#dynamic-breakpoints): Pause the graph from **inside** typically based on a condition.
  
 !!! important "Checkpointer Required"
 
     You must compile your graph with a checkpointer to use breakpoints.
 
+
+### `Interrupt` function
+
 ### Static Breakpoints
 
 Use static breakpoints if you want to **ALWAYS** pause the graph either **before** or **after** one or more nodes execute.
diff --git a/docs/docs/concepts/low_level.md b/docs/docs/concepts/low_level.md
index 6080c7d58..b05867cd6 100644
--- a/docs/docs/concepts/low_level.md
+++ b/docs/docs/concepts/low_level.md
@@ -458,8 +458,7 @@ There are two types of breakpoints:
 1. **Static breakpoints**: Pause the graph **before** or **after** a node executes. This is achieved by specifying the `interrupt_before` and `interrupt_after` keys when [compiling your graph](#compiling-your-graph).
 2. **Dynamic breakpoints**: Pause the graph from **inside** a node. This is achieved by using the `interrupt` function or raising a `NodeInterrupt` exception.
 
-Please see the [Human-in-the-Loop guide](../human_in_the_loop) for conceptual information about breakpoints.
-
+Please see the [Human-in-the-Loop guide](../human_in_the_loop) for information about breakpoints.
 
 ## Subgraphs
 
diff --git a/libs/langgraph/langgraph/types.py b/libs/langgraph/langgraph/types.py
index 8853a501d..0b0bf83a0 100644
--- a/libs/langgraph/langgraph/types.py
+++ b/libs/langgraph/langgraph/types.py
@@ -412,7 +412,6 @@ def interrupt(value: Any) -> Any:
         {'node': {'human_value': 'some input from a human!!!'}}
         ```
 
-
     Args:
         value: The value to surface to the client when the graph is interrupted.