From bbda2a619851f2d39733287a31a72339740fed1b Mon Sep 17 00:00:00 2001
From: "Marina von Steinkirch, PhD"
 <1130416+von-steinkirch@users.noreply.github.com>
Date: Thu, 23 Oct 2025 16:28:26 -0500
Subject: [PATCH] good/succinct transformers overview, by ycomb

---
 README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index 61d3244..a4e9c9e 100644
--- a/README.md
+++ b/README.md
@@ -46,4 +46,6 @@ models)
 ##### fun
 
 * **[the `.arange()` insanity, by xl0](https://xl0.github.io/tinygrad-notes/arange.html)**
-  - "matrix multiplication is sexy" - another 8th grade teacher 
+  - "matrix multiplication is sexy" - another 8th grade teacher
+* **[good/succinct transformers overview, by ycomb](https://www.youtube.com/watch?v=JZLZQVmfGn8)**
+  - attention, attention, attention