diff --git a/resources/futures_animation.pptx b/resources/futures_animation.pptx
index c5d7f3f..af26a4c 100644
Binary files a/resources/futures_animation.pptx and b/resources/futures_animation.pptx differ
diff --git a/src/1_futures_in_rust.md b/src/1_futures_in_rust.md
index fc18b1d..7467811 100644
--- a/src/1_futures_in_rust.md
+++ b/src/1_futures_in_rust.md
@@ -145,11 +145,8 @@ communicate with one another directly.**.
This design is what gives the futures framework it's power and flexibility and allows the Rust
standard library to provide an ergonomic, zero-cost abstraction for us to use.
-In an effort to try to visualize how these parts work together in a simple program I created this
-GIF. Note that the code is "pseudo-Rust" to help us focus on the important parts:
-
-#### Fig 2: Simplified flow in an async system
-
+In an effort to try to visualize how these parts work together I put together
+a set of slides in the next chapter that I hope will help.
The two most popular runtimes for Futures as of writing this is:
diff --git a/src/2_a_mental_model_for_futures.md b/src/2_a_mental_model_for_futures.md
new file mode 100644
index 0000000..2ea6d43
--- /dev/null
+++ b/src/2_a_mental_model_for_futures.md
@@ -0,0 +1,71 @@
+# Get a mental model of how Futures and runtimes work
+
+In this chapter we'll try to build a high level mental model of how Futures and
+runtimes work together. Just note that the code itself is "pseudo-rust" due to space
+restrictions and clarity. The main goal in this part is to create a high level
+understanding to make it easier to learn. This is not the only way to model this
+since we're making assumtions on runtime specifics that can vary a great deal,
+but it's the way I found it easiest to build upon.
+
+>Click on a page to open a larger view of it in a new tab.
+>
+>_Thanks to [@ckaran](https://github.com/ckaran) for feedback and [discussions](https://github.com/cfsamson/books-futures-explained/issues/25) on
+this chapter._
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/src/2_waker_context.md b/src/3_waker_context.md
similarity index 100%
rename from src/2_waker_context.md
rename to src/3_waker_context.md
diff --git a/src/3_generators_async_await.md b/src/4_generators_async_await.md
similarity index 100%
rename from src/3_generators_async_await.md
rename to src/4_generators_async_await.md
diff --git a/src/4_pin.md b/src/5_pin.md
similarity index 100%
rename from src/4_pin.md
rename to src/5_pin.md
diff --git a/src/8_finished_example.md b/src/7_finished_example.md
similarity index 100%
rename from src/8_finished_example.md
rename to src/7_finished_example.md
diff --git a/src/SUMMARY.md b/src/SUMMARY.md
index 2a659f0..10b9236 100644
--- a/src/SUMMARY.md
+++ b/src/SUMMARY.md
@@ -4,10 +4,11 @@
- [Background information](./0_background_information.md)
- [Futures in Rust](./1_futures_in_rust.md)
-- [Waker and Context](./2_waker_context.md)
-- [Generators and async/await](./3_generators_async_await.md)
-- [Pin](./4_pin.md)
+- [A mental model for Futures](./2_a_mental_model_for_futures.md)
+- [Waker and Context](./3_waker_context.md)
+- [Generators and async/await](./4_generators_async_await.md)
+- [Pin](./5_pin.md)
- [Implementing Futures](./6_future_example.md)
-- [Finished example (editable)](./8_finished_example.md)
+- [Finished example (editable)](./7_finished_example.md)
[Conclusion and exercises](./conclusion.md)
diff --git a/src/assets/slides/Slide10.PNG b/src/assets/slides/Slide10.PNG
index 37e7412..41fe49b 100644
Binary files a/src/assets/slides/Slide10.PNG and b/src/assets/slides/Slide10.PNG differ
diff --git a/src/assets/slides/Slide11.PNG b/src/assets/slides/Slide11.PNG
index aab1e00..0c85759 100644
Binary files a/src/assets/slides/Slide11.PNG and b/src/assets/slides/Slide11.PNG differ
diff --git a/src/assets/slides/Slide12.PNG b/src/assets/slides/Slide12.PNG
index 162cdcb..9973478 100644
Binary files a/src/assets/slides/Slide12.PNG and b/src/assets/slides/Slide12.PNG differ
diff --git a/src/assets/slides/Slide13.PNG b/src/assets/slides/Slide13.PNG
index ae5128e..5affec2 100644
Binary files a/src/assets/slides/Slide13.PNG and b/src/assets/slides/Slide13.PNG differ
diff --git a/src/assets/slides/Slide14.PNG b/src/assets/slides/Slide14.PNG
index 3c46165..a4743cb 100644
Binary files a/src/assets/slides/Slide14.PNG and b/src/assets/slides/Slide14.PNG differ
diff --git a/src/assets/slides/Slide15.PNG b/src/assets/slides/Slide15.PNG
index a57f8cd..f888b01 100644
Binary files a/src/assets/slides/Slide15.PNG and b/src/assets/slides/Slide15.PNG differ
diff --git a/src/assets/slides/Slide16.PNG b/src/assets/slides/Slide16.PNG
index 0e9b3e8..397607b 100644
Binary files a/src/assets/slides/Slide16.PNG and b/src/assets/slides/Slide16.PNG differ
diff --git a/src/assets/slides/Slide17.PNG b/src/assets/slides/Slide17.PNG
index acfc7a8..115f2b0 100644
Binary files a/src/assets/slides/Slide17.PNG and b/src/assets/slides/Slide17.PNG differ
diff --git a/src/assets/slides/Slide18.PNG b/src/assets/slides/Slide18.PNG
new file mode 100644
index 0000000..28a6522
Binary files /dev/null and b/src/assets/slides/Slide18.PNG differ
diff --git a/src/assets/slides/Slide19.PNG b/src/assets/slides/Slide19.PNG
new file mode 100644
index 0000000..ce2d56a
Binary files /dev/null and b/src/assets/slides/Slide19.PNG differ
diff --git a/src/assets/slides/Slide2.PNG b/src/assets/slides/Slide2.PNG
index 0c1a279..b3ab004 100644
Binary files a/src/assets/slides/Slide2.PNG and b/src/assets/slides/Slide2.PNG differ
diff --git a/src/assets/slides/Slide3.PNG b/src/assets/slides/Slide3.PNG
index c6d5b71..2a6d137 100644
Binary files a/src/assets/slides/Slide3.PNG and b/src/assets/slides/Slide3.PNG differ
diff --git a/src/assets/slides/Slide4.PNG b/src/assets/slides/Slide4.PNG
index aab1fa2..7473ffe 100644
Binary files a/src/assets/slides/Slide4.PNG and b/src/assets/slides/Slide4.PNG differ
diff --git a/src/assets/slides/Slide5.PNG b/src/assets/slides/Slide5.PNG
index e860391..5ac4f11 100644
Binary files a/src/assets/slides/Slide5.PNG and b/src/assets/slides/Slide5.PNG differ
diff --git a/src/assets/slides/Slide6.PNG b/src/assets/slides/Slide6.PNG
index a9633b0..b548d60 100644
Binary files a/src/assets/slides/Slide6.PNG and b/src/assets/slides/Slide6.PNG differ
diff --git a/src/assets/slides/Slide7.PNG b/src/assets/slides/Slide7.PNG
index b6af1a5..23122c1 100644
Binary files a/src/assets/slides/Slide7.PNG and b/src/assets/slides/Slide7.PNG differ
diff --git a/src/assets/slides/Slide8.PNG b/src/assets/slides/Slide8.PNG
index 916bb81..2b456c6 100644
Binary files a/src/assets/slides/Slide8.PNG and b/src/assets/slides/Slide8.PNG differ
diff --git a/src/assets/slides/Slide9.PNG b/src/assets/slides/Slide9.PNG
index d5e0c61..d3499b2 100644
Binary files a/src/assets/slides/Slide9.PNG and b/src/assets/slides/Slide9.PNG differ