diff --git a/nontech/economy/people/liberman-brothers.txt b/nontech/economy/people/liberman-brothers.txt
index b7f9ef0cb..b8b4e8618 100644
--- a/nontech/economy/people/liberman-brothers.txt
+++ b/nontech/economy/people/liberman-brothers.txt
@@ -1,3 +1,3 @@
 2024
-AlexeySokolovskiy - Liberman Brothers 55:00 of 2:45:32
+AlexeySokolovskiy - Liberman Brothers 1:40:00 of 2:45:32
     https://www.youtube.com/watch?v=i7VfGJtjERw
diff --git a/science/ai/libfws/mlflow.txt b/science/ai/libfws/mlflow.txt
new file mode 100644
index 000000000..d45c6789d
--- /dev/null
+++ b/science/ai/libfws/mlflow.txt
@@ -0,0 +1,9 @@
+https://mlflow.org
+https://mlflow.org/releases
+https://mlflow.org/blog
+
+https://mlflow.org/docs/latest/index.html
+https://mlflow.org/docs/latest/getting-started/index.html
+
+2023
+https://miguel-mendez-ai.com/2023/11/22/deploy-mlflow-terraform.html