diff --git a/docs/examples/planning-tasks.md b/docs/examples/planning-tasks.md
index 1192566..18716d6 100644
--- a/docs/examples/planning-tasks.md
+++ b/docs/examples/planning-tasks.md
@@ -41,7 +41,7 @@ class Query(BaseModel):
         ...,
         description="Question asked using a question answering system",
     )
-    dependancies: List[int] = Field(
+    dependencies: List[int] = Field(
         default_factory=list,
         description="List of sub questions that need to be answered before asking this question",
     )
@@ -94,7 +94,7 @@ def query_planner(question: str) -> QueryPlan:
         },
     ]
 
-    QueryPlan = client.chat.completions.create(
+    root = client.chat.completions.create(
         model=PLANNING_MODEL,
         temperature=0,
         response_model=QueryPlan,
@@ -108,7 +108,7 @@ def query_planner(question: str) -> QueryPlan:
 plan = query_planner(
     "What is the difference in populations of Canada and the Jason's home country?"
 )
-plan.dict()
+plan.model_dump()
 ```
 
 !!! warning "No RAG"
@@ -116,19 +116,19 @@ plan.dict()
     While we build the query plan in this example, we do not propose a method to actually answer the question. You can implement your own answer function that perhaps makes a retrival and calls openai for retrival augmented generation. That step would also make use of function calls but goes beyond the scope of this example.
 
 ```python
-{'query_graph': [{'dependancies': [],
+{'query_graph': [{'dependencies': [],
                     'id': 1,
                     'node_type': <QueryType.SINGLE_QUESTION: 'SINGLE'>,
                     'question': "Identify Jason's home country"},
-                    {'dependancies': [],
+                    {'dependencies': [],
                     'id': 2,
                     'node_type': <QueryType.SINGLE_QUESTION: 'SINGLE'>,
                     'question': 'Find the population of Canada'},
-                    {'dependancies': [1],
+                    {'dependencies': [1],
                     'id': 3,
                     'node_type': <QueryType.SINGLE_QUESTION: 'SINGLE'>,
                     'question': "Find the population of Jason's home country"},
-                    {'dependancies': [2, 3],
+                    {'dependencies': [2, 3],
                     'id': 4,
                     'node_type': <QueryType.SINGLE_QUESTION: 'SINGLE'>,
                     'question': 'Calculate the difference in populations between Canada and Jason's home country"}]}