diff --git a/pages/pages.txt b/pages/pages.txt
index 13ae253aa..bf354d00c 100644
--- a/pages/pages.txt
+++ b/pages/pages.txt
@@ -11,6 +11,39 @@ Volkova Art 01                                                of 1:28:48
 Psy - Common Psychology p1 of p54
     https://www.youtube.com/playlist?list=PLt3fgqeygGTVk5khY228EBHujarUgyLfv
 
+Jay Alammar
+https://github.com/jalammar
+https://jalammar.github.io/
+https://jalammar.github.io/about/
+https://jalammar.github.io/illustrated-gpt2/
+https://jalammar.github.io/illustrated-transformer/
+https://github.com/SocratesClub/machine-learning/tree/master/readings
+https://github.com/zw76859420/ASR_Theory/tree/master/Transformer
+https://github.com/zw76859420/ASR_Theory/blob/master/Transformer/Attention%20Is%20All%20You%20Need.pdf
+https://github.com/zw76859420/ASR_Theory/blob/master/Transformer/The%20Illustrated%20Transformer%20%E2%80%93%20Jay%20Alammar%20%E2%80%93%20Visualizing%20machine%20learning%20one%20concept%20at%20a%20time.pdf
+https://github.com/SocratesClub/machine-learning/tree/master/readings
+https://github.com/SocratesClub/machine-learning/blob/master/readings/The%20Illustrated%20Transformer%20%E2%80%93%20Jay%20Alammar%20%E2%80%93%20Visualizing%20machine%20learning%20one%20concept%20at%20a%20time.html
+https://www.llm-book.com/
+    44BF8AE4FD6EB0C873190856F9EC6B35
+    71667727781896F8E475D78604A7E3AC
+JayAlammar - Learn how ChatGPT and DeepSeek models work: How Transformer LLMs Work [Free Course] of 3:36
+    https://www.youtube.com/watch?v=k1ILy23t89E
+    https://github.com/HandsOnLLM/Hands-On-Large-Language-Models
+Maarten Grootendorst
+    https://github.com/MaartenGr
+    https://substack.com/@maartengrootendorst
+    https://newsletter.maartengrootendorst.com/p/a-visual-guide-to-quantization
+    https://newsletter.maartengrootendorst.com/p/a-visual-guide-to-mamba-and-state
+    https://newsletter.maartengrootendorst.com/p/a-visual-guide-to-mixture-of-experts
+https://www.deeplearning.ai/courses/
+    https://www.deeplearning.ai/short-courses/how-transformer-llms-work/
+
+Transformer
+https://research.google/blog/transformer-a-novel-neural-network-architecture-for-language-understanding/
+https://arxiv.org/abs/1706.05137
+JayAlammar - The Narrated Transformer Language Model 0:00 of 29:29
+    https://www.youtube.com/watch?v=-QH8fRhqFHM
+
 proxmox:
     inst
     begin