update readme

README.md

@@ -38,8 +38,6 @@ model
 
     'claude-3-haiku-20240307'
 
-### Simple Model
-
 ``` python
 class Pet(BaseModel):
     "Create a new pet"
@@ -56,9 +54,9 @@ print(repr(c.struct(msgs="Tom: my cat is juma and he's 16 years old", resp_model
     Pet(name='Mac', age=14, owner='NA', type='dog')
     Pet(name='juma', age=16, owner='Tom', type='cat')
 
-### Chat & Unions
+## Going Deeper
 
-We can go way deeper, for example this one I pulled from [pydantic
+I pulled this example from [pydantic
 docs](https://docs.pydantic.dev/latest/concepts/unions/#discriminated-unions)
 has a list of discriminated unions, shown by `pet_type`. For each object
 the model is required to return different things.
@@ -168,7 +166,7 @@ print(repr(c.struct(msgs=["Can you create me a new user for tom age 22"], resp_m
 
 Uses the few-shot example as asked for in the system prompt.
 
-You can find more examples [nbs/examples](nbs/examples)
+### You can find more examples [nbs/examples](nbs/examples)
 
 ## Signature:
 

nbs/index.ipynb

@@ -83,13 +83,6 @@
     "model"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "### Simple Model"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -121,14 +114,14 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Chat & Unions"
+    "## Going Deeper"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "We can go way deeper, for example this one I pulled from [pydantic docs](https://docs.pydantic.dev/latest/concepts/unions/#discriminated-unions) has a list of discriminated unions, shown by `pet_type`. For each object the model is required to return different things.\n",
+    "I pulled this example from [pydantic docs](https://docs.pydantic.dev/latest/concepts/unions/#discriminated-unions) has a list of discriminated unions, shown by `pet_type`. For each object the model is required to return different things.\n",
     "\n",
     "You should be able to use the full power of Pydantic here. I've found that instructor for Claude fails on this example.\n",
     "\n",
@@ -315,7 +308,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "You can find more examples [nbs/examples](nbs/examples)"
+    "### You can find more examples [nbs/examples](nbs/examples)"
    ]
   },
   {