diff --git a/docs/tutorial/fastapi/multiple-models.md b/docs/tutorial/fastapi/multiple-models.md
index 41c1ac6498..7505156014 100644
--- a/docs/tutorial/fastapi/multiple-models.md
+++ b/docs/tutorial/fastapi/multiple-models.md
@@ -109,76 +109,14 @@ And we want to have a `HeroPublic` with the `id` field, but this time annotated
 
 The simplest way to solve it could be to create **multiple models**, each one with all the corresponding fields:
 
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-# This would work, but there's a better option below 🚨
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-```Python hl_lines="5-9  12-15  18-22"
-# This would work, but there's a better option below 🚨
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-{!./docs_src/tutorial/fastapi/multiple_models/tutorial001.py[ln:7-24]!}
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 /// details | 👀 Full file preview
 
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial001_py310.py!}
-```
+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial001_py310.py *}
 
 ////
 
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial001_py39.py!}
-```
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial001.py!}
-```
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 Here's the important detail, and probably the most important feature of **SQLModel**: only `Hero` is declared with `table = True`.
 
 This means that the class `Hero` represents a **table** in the database. It is both a **Pydantic** model and a **SQLAlchemy** model.
@@ -199,67 +137,11 @@ Let's now see how to use these new models in the FastAPI application.
 
 Let's first check how is the process to create a hero now:
 
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial001_py310.py!}
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-{!./docs_src/tutorial/fastapi/multiple_models/tutorial001_py39.py!}
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial001.py!}
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial001_py310.py *}
 
 ///
 
@@ -267,39 +149,7 @@ Let's check that in detail.
 
 Now we use the type annotation `HeroCreate` for the request JSON data in the `hero` parameter of the **path operation function**.
 
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial001_py310.py ln[45] *}
 
 ////
 
@@ -315,39 +165,7 @@ In versions of **SQLModel** before `0.0.14` you would use the method `.from_orm(
 
 We can now create a new `Hero` instance (the one for the database) and put it in the variable `db_hero` from the data in the `hero` variable that is the `HeroCreate` instance we received from the request.
 
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial001_py310.py ln[47] hl[3] *}
 
 ////
 
@@ -357,39 +175,9 @@ Because it is just refreshed, it has the `id` field set with a new ID taken from
 
 And now that we return it, FastAPI will validate the data with the `response_model`, which is a `HeroPublic`:
 
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial001_py310.py ln[44] hl[3] *}
 
 ////
 
@@ -442,71 +230,18 @@ We can see from above that they all share some **base** fields:
 * `age`, optional
 
 So let's create a **base** model `HeroBase` that the others can inherit from:
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial002_py310.py ln[5:8] hl[3:6] *}
 
 ////
 
 /// details | 👀 Full file preview
 
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial002_py310.py!}
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial002_py310.py *}
 
 ////
 
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 As you can see, this is *not* a **table model**, it doesn't have the `table = True` config.
 
 But now we can create the **other models inheriting from it**, they will all share these fields, just as if they had them declared.
@@ -515,70 +250,16 @@ But now we can create the **other models inheriting from it**, they will all sha
 
 Let's start with the only **table model**, the `Hero`:
 
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial002_py310.py!}
-```
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-{!./docs_src/tutorial/fastapi/multiple_models/tutorial002_py39.py!}
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-```Python
-{!./docs_src/tutorial/fastapi/multiple_models/tutorial002.py!}
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial002_py310.py *}
 
 ////
 
-///
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 Notice that `Hero` now doesn't inherit from `SQLModel`, but from `HeroBase`.
 
 And now we only declare one single field directly, the `id`, that here is `Optional[int]`, and is a `primary_key`.
@@ -593,69 +274,13 @@ And those inherited fields will also be in the **autocompletion** and **inline e
 
 Notice that the parent model `HeroBase`  is not a **table model**, but still, we can declare `name` and `age` using `Field(index=True)`.
 
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 ////
 
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+{* ./docs_src/tutorial/fastapi/multiple_models/tutorial002_py310.py *}
 
 This won't affect this parent **data model** `HeroBase`.
 
@@ -667,70 +292,16 @@ Now let's see the `HeroCreate` model that will be used to define the data that w
 
 This is a fun one:
 
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 ////
 
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 ////
 
-///
-
 What's happening here?
 
 The fields we need to create are **exactly the same** as the ones in the `HeroBase` model. So we don't have to add anything.
@@ -749,70 +320,16 @@ Now let's check the `HeroPublic` model.
 
 This one just declares that the `id` field is required when reading a hero from the API, because a hero read from the API will come from the database, and in the database it will always have an ID.
 
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 ////
 
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 ////
 
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-///
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 ## Review the Updated Docs UI
 
 The FastAPI code is still the same as above, we still use `Hero`, `HeroCreate`, and `HeroPublic`. But now, we define them in a smarter way with inheritance.