diff --git a/instructors/index.qmd b/instructors/index.qmd
index 73dbf7493c..020f1dca9e 100644
--- a/instructors/index.qmd
+++ b/instructors/index.qmd
@@ -609,3 +609,5 @@ subtitle: "Everything an instructor needs to teach AI Systems — two semesters
Community
```
+
+{{< include ../shared/config/_ecosystem-cards.qmd >}}
diff --git a/kits/index.qmd b/kits/index.qmd
index 842a4500df..25ed389425 100644
--- a/kits/index.qmd
+++ b/kits/index.qmd
@@ -165,37 +165,4 @@ Marcelo has also authored open companion books covering the Nicla Vision, XIAO,
3. **Build & Deploy:** Work through the labs for your chosen platform. Start with [Getting Started](contents/getting-started.qmd) for an overview of available exercises.
-## Part of the MLSysBook Ecosystem
-
-::: {.content-visible when-format="html"}
-```{=html}
-
-
-
-
-
Comprehensive theory and concepts covering the full ML systems stack.
-
-
-
-
-
Hardware Kits
-
Hands-on embedded deployment. You are here.
-
-
-
-
-
-
Build your own ML framework from scratch.
-
-
-
-```
-:::
-
-::: {.content-visible when-format="pdf"}
-These hardware labs complement the broader ML Systems learning experience:
-
-- **Textbook:** Comprehensive theory and concepts covering the full ML systems stack
-- **Hardware Kits:** Hands-on embedded deployment (you are here)
-- **TinyTorch:** Build your own ML framework from scratch
-:::
+{{< include ../shared/config/_ecosystem-cards.qmd >}}
diff --git a/labs/index.qmd b/labs/index.qmd
index 7f24e63436..448bce0c15 100644
--- a/labs/index.qmd
+++ b/labs/index.qmd
@@ -740,10 +740,6 @@ marimo run vol1/lab_01_ml_intro.py
```
-## Part of the MLSysBook Ecosystem
-
-These labs bridge the gap between **reading** about ML systems (the [textbook](https://mlsysbook.ai)) and **building** them from scratch ([TinyTorch](https://mlsysbook.ai/tinytorch/)). Every computation is powered by the [mlsysim](https://mlsysbook.ai/mlsysim/) physics engine --- the same engine used in the textbook's quantitative examples.
-
-- [Share feedback](https://github.com/harvard-edge/cs249r_book/discussions) | [View source](https://github.com/harvard-edge/cs249r_book)
+{{< include ../shared/config/_ecosystem-cards.qmd >}}
:::
diff --git a/mlsysim/docs/index.qmd b/mlsysim/docs/index.qmd
index 851887fef4..77bb880727 100644
--- a/mlsysim/docs/index.qmd
+++ b/mlsysim/docs/index.qmd
@@ -554,3 +554,5 @@ The slide decks, MLSys·im engine, tutorials, and textbook are all part of the s
:::
:::
+
+{{< include ../../shared/config/_ecosystem-cards.qmd >}}
diff --git a/shared/config/_ecosystem-cards.qmd b/shared/config/_ecosystem-cards.qmd
new file mode 100644
index 0000000000..4909878d3e
--- /dev/null
+++ b/shared/config/_ecosystem-cards.qmd
@@ -0,0 +1,62 @@
+
+
+## Part of the MLSysBook Ecosystem
+
+::: {.content-visible when-format="html"}
+```{=html}
+
+
Comprehensive theory across the full ML systems stack.
+
Beamer decks and teaching materials for every chapter.
+
Interactive Marimo notebooks that measure the book's claims.
+
Hands-on embedded ML deployment on real devices.
+
Course maps, syllabi, and adoption resources for teaching.
+
Build your own ML framework from scratch, module by module.
+
The physics engine behind every quantitative figure in the book.
+
+
+
+```
+:::
+
+::: {.content-visible when-format="pdf"}
+The Machine Learning Systems ecosystem:
+
+- **Textbook** --- comprehensive theory across the full ML systems stack
+- **Lecture Slides** --- Beamer decks and teaching materials for every chapter
+- **Labs** --- interactive Marimo notebooks that measure the book's claims
+- **Hardware Kits** --- hands-on embedded ML deployment on real devices
+- **Instructor Hub** --- course maps, syllabi, and adoption resources
+- **TinyTorch** --- build your own ML framework from scratch
+- **MLSysIM** --- the physics engine behind the book's quantitative figures
+:::
diff --git a/slides/index.qmd b/slides/index.qmd
index ad2112b50b..cf09015598 100644
--- a/slides/index.qmd
+++ b/slides/index.qmd
@@ -394,3 +394,5 @@ toc: true
GitHub
```
+
+{{< include ../shared/config/_ecosystem-cards.qmd >}}