diff --git a/docs/docs/concepts/breakpoints.md b/docs/docs/concepts/breakpoints.md
index f3111d9f8..df510efc0 100644
--- a/docs/docs/concepts/breakpoints.md
+++ b/docs/docs/concepts/breakpoints.md
@@ -191,7 +191,7 @@ Graph execution can be resumed using the [Command](../reference/types.md#langgra
 
 The `Command` primitive provides several options to control and modify the graph's state during resumption:
 
-1. **Pass a value to the `interrupt`**: Provide data, such as a user's response, to the graph using `Command(resume=value)`. Execution resumes from the beginning of the node where the `interrupt` was used, however, this time the `interrupt(...)` call will return the value passed in the `Command(resume=value)` instead of pausing the graph. THe `resume` value is only used when using `interrupt` as a breakpoint.
+1. **Pass a value to the `interrupt`**: Provide data, such as a user's response, to the graph using `Command(resume=value)`. Execution resumes from the beginning of the node where the `interrupt` was used, however, this time the `interrupt(...)` call will return the value passed in the `Command(resume=value)` instead of pausing the graph. The `resume` value is only used when using `interrupt` as a breakpoint.
  
        ```python
        # Resume graph execution with the user's input.
diff --git a/docs/docs/concepts/human_in_the_loop.md b/docs/docs/concepts/human_in_the_loop.md
index 74b6906c8..fd895bece 100644
--- a/docs/docs/concepts/human_in_the_loop.md
+++ b/docs/docs/concepts/human_in_the_loop.md
@@ -2,7 +2,7 @@
 
 !!! tip "This guide uses the new `interrupt` function."
 
-    As of LangGraph 0.2.57, the recommended way to set breakpoints is using the [interrupt](../reference/types.md#langgraph.types.interrupt) function as it significantly simpifies **human-in-the-loop** patterns. Please see the [Breakpoints](breakpoints.md) guide for more information.
+    As of LangGraph 0.2.57, the recommended way to set breakpoints is using the [interrupt](../reference/types.md#langgraph.types.interrupt) function as it significantly simplifies **human-in-the-loop** patterns. Please see the [Breakpoints](breakpoints.md) guide for more information.
 
     If you're looking for the previous version of this conceptual guide, which relied on static breakpoints and `NodeInterrupt` exception, it is available [here](v0-human-in-the-loop.md). 
 
@@ -164,15 +164,15 @@ def human_review_node(state) -> Command[Literal["call_llm", "run_tool"]]:
     review_action, review_data = human_review
 
     # Approve the tool call and continue
-    if review_data == "approve":
+    if review_action == "continue":
         return Command(goto="run_tool")
 
     # Modify the tool call manually and then continue
     elif review_action == "update":
         ...
         updated_msg = get_updated_msg(review_data)
-        # Remember that modify an existing message you will need
-        # pass the message with a matching ID.
+        # Remember that to modify an existing message you will need
+        # to pass the message with a matching ID.
         return Command(goto="run_tool", update={"messages": [updated_message]})
 
     # Give natural language feedback, and then pass that back to the agent
diff --git a/docs/docs/how-tos/human_in_the_loop/review-tool-calls.ipynb b/docs/docs/how-tos/human_in_the_loop/review-tool-calls.ipynb
index 1c36ca285..d87ee13e5 100644
--- a/docs/docs/how-tos/human_in_the_loop/review-tool-calls.ipynb
+++ b/docs/docs/how-tos/human_in_the_loop/review-tool-calls.ipynb
@@ -47,7 +47,7 @@
     "    review_action, review_data = human_review\n",
     "    \n",
     "    # Approve the tool call and continue\n",
-    "    if review_data == \"approve\":\n",
+    "    if review_action == \"continue\":\n",
     "        return Command(goto=\"run_tool\")\n",
     "    \n",
     "    # Modify the tool call manually and then continue\n",
@@ -101,7 +101,7 @@
    "metadata": {},
    "outputs": [
     {
-     "name": "stdin",
+     "name": "stdout",
      "output_type": "stream",
      "text": [
       "ANTHROPIC_API_KEY:  ········\n"
diff --git a/docs/docs/how-tos/human_in_the_loop/wait-user-input.ipynb b/docs/docs/how-tos/human_in_the_loop/wait-user-input.ipynb
index 6142030cd..5805447bc 100644
--- a/docs/docs/how-tos/human_in_the_loop/wait-user-input.ipynb
+++ b/docs/docs/how-tos/human_in_the_loop/wait-user-input.ipynb
@@ -177,7 +177,7 @@
    "id": "ce0fe2bc-86fc-465f-956c-729805d50404",
    "metadata": {},
    "source": [
-    "Run until our breakpoint at `human_feedback` - "
+    "Run until our breakpoint at `human_feedback`:"
    ]
   },
   {
@@ -219,7 +219,7 @@
    "id": "28a7d545-ab19-4800-985b-62837d060809",
    "metadata": {},
    "source": [
-    "Now, we can just manually update our graph state with with the user input - "
+    "Now, we can manually update our graph state with the user input:"
    ]
   },
   {
@@ -485,8 +485,6 @@
     }
    ],
    "source": [
-    "from langchain_core.messages import HumanMessage\n",
-    "\n",
     "config = {\"configurable\": {\"thread_id\": \"2\"}}\n",
     "for event in app.stream(\n",
     "    {\n",