diff --git a/nontech/politics/people/kurginyan.txt b/nontech/politics/people/kurginyan.txt
index 00bc5a816..37c5b35cd 100644
--- a/nontech/politics/people/kurginyan.txt
+++ b/nontech/politics/people/kurginyan.txt
@@ -14,6 +14,8 @@ EssenceOfTime
 https://www.youtube.com/playlist?list=PLEl8Q3ptvwJ8NHrSYg2so-hh9wZmToxD-
 
 2025
+SummerChannel - Shafran - Kurginyan - Eurasya can be Either RU or Turkish of 48:06
+    https://www.youtube.com/watch?v=K9P4vhVh1UE
 SummerChannel - Shafran - Kurginyan - Bet on Human Lost 07.11 of 53:40
     https://www.youtube.com/watch?v=pA0oCGpWUfE
     https://www.youtube.com/watch?v=khI9Ovqp6KI
diff --git a/science/ai/transformers/transformer-explainer.txt b/science/ai/transformers/transformer-explainer.txt
new file mode 100644
index 000000000..3d9361b9d
--- /dev/null
+++ b/science/ai/transformers/transformer-explainer.txt
@@ -0,0 +1,8 @@
+https://poloclub.github.io/transformer-explainer/
+
+2024
+PoloClubOfDataScience - Transformers Explained Visually: Learn How LLM Transformer Models Work 0:00 of 1:27
+    https://www.youtube.com/watch?v=ECR4oAwocjs
+Transformer Explainer: Interactive Learning of Text-Generative Models
+    https://arxiv.org/abs/2408.04619
+    https://arxiv.org/pdf/2408.04619