diff --git a/science/ai/docs/books.txt b/science/ai/docs/books.txt
index 0adc46142..07eb61297 100644
--- a/science/ai/docs/books.txt
+++ b/science/ai/docs/books.txt
@@ -1,4 +1,10 @@
 2025
+Raschka
+    https://sebastianraschka.com/books/ 
+Raschka - Build a Large Language Model (From Scratch)
+    https://sebastianraschka.com/books/#build-a-large-language-model-from-scratch
+    https://www.manning.com/books/build-a-large-language-model-from-scratch
+    https://annas-archive.org/md5/40279754f2bd65539a5dd727839ab577
 Raschka - ML Q and AI
     https://sebastianraschka.com/books/ml-q-and-ai/#table-of-contents
     https://github.com/rasbt/LLMs-from-scratch