diff --git a/README.md b/README.md
index e64f2f6..6b8f186 100644
--- a/README.md
+++ b/README.md
@@ -36,6 +36,7 @@ Some coverage of this project has overstated its implications. To be clear:
 The honest results — including all limitations — are documented in the accompanying articles:
 - [Part 1: Reverse Engineering](https://maderix.substack.com/p/inside-the-m4-apple-neural-engine)
 - [Part 2: Benchmarks](https://maderix.substack.com/p/inside-the-m4-apple-neural-engine-615)
+- [Part 3: Training](https://maderix.substack.com/p/inside-the-m4-apple-neural-engine-c8b)
 
 ### On Maintenance
 
@@ -225,3 +226,4 @@ MIT — see [LICENSE](LICENSE)
 
 *Built by a human + Claude, one weekend at a time.*
 
+