diff --git a/devops/container/podman/docs/presentations.txt b/devops/container/podman/docs/presentations.txt
index 2391a50fd..b0d33decc 100644
--- a/devops/container/podman/docs/presentations.txt
+++ b/devops/container/podman/docs/presentations.txt
@@ -1,6 +1,14 @@
 RHEL - Containers of p19
     https://www.youtube.com/playlist?list=PLXJyD2dL4oqfDNbTd6Rr1fDM38HgzKcWZ
+    !!!
 
+2025
+RHEL - The absolute beginners guide to Podman | Into the Terminal 158 0:00 of 54:46
+    https://www.youtube.com/watch?v=iJe0qzO8EHs
+RHEL - Containers and Podman for beginners | Into the Terminal 154 0:00 of 1:00:04
+    https://www.youtube.com/watch?v=KtRYhxHFCdM
+RHEL - Quadlets, Pods, and working with the latest Podman, Podman 5 0:00 of 1:05:23
+    https://www.youtube.com/watch?v=LsZB_mI7TcQ
 2024
 Tech Tutorials - David McKone - Say Goodbye To Root Accounts With Podman! 0:00 of 29:39
     https://www.youtube.com/watch?v=69dADRzXpqk
@@ -11,6 +19,8 @@ BetterStack - Podman vs Docker in 2024: What's Really Different? of 6:14
     ! great system-d integration
     ! podman desctop can manage both podman and docker containers/images
 2023
+RHEL - Managing Podman Containers as Pods | Into the Terminal 45 0:00 of 29:38
+    https://www.youtube.com/watch?v=frMRuhtMafk
 DevConf - Clemens Lang -  Rootful networking with rootless podman containers 0:00 of 28:05
     https://devconfcz2023.sched.com/event/1MYkl
     https://static.sched.com/hosted_files/devconfcz2023/0d/presentation.pdf
diff --git a/devops/container/podman/tools/podman-desktop.txt b/devops/container/podman/tools/podman-desktop.txt
index 2d12f1f20..1ee2c415c 100644
--- a/devops/container/podman/tools/podman-desktop.txt
+++ b/devops/container/podman/tools/podman-desktop.txt
@@ -46,5 +46,8 @@ https://iongion.github.io/podman-desktop-companion/
 2025
 KCDNewYork - Going from containers, to pods, to Kubernetes - Legare Kerrison & Alicia Cao 0:00 of 19:38
     https://www.youtube.com/watch?v=43Tjt5aUiFg
+2023
+RHEL - Podman Desktop | Red Hat Enterprise Linux Presents 56 0:00 of 1:05:27
+    https://www.youtube.com/watch?v=86Tqpz7ww1E
 2022
 https://fedoramagazine.org/manage-containers-on-fedora-linux-with-podman-desktop/
diff --git a/pages/ai.txt b/pages/ai.txt
index 4b8134859..48eca3b44 100644
--- a/pages/ai.txt
+++ b/pages/ai.txt
@@ -1,3 +1,6 @@
+Jain - 2022 - Introduction to Transformers for NLP
+    !!! concise
+
 AI/Run Agents Design and Integration VCN
     https://engage.cloud.microsoft/main/threads/eyJfdHlwZSI6IlRocmVhZCIsImlkIjoiMzQzMDU0NjE2MzYyMTg4OCJ9
 
diff --git a/pl/rs/docs/articles.txt b/pl/rs/docs/articles.txt
index c5faeaf19..4fd6118e1 100644
--- a/pl/rs/docs/articles.txt
+++ b/pl/rs/docs/articles.txt
@@ -1,3 +1,5 @@
+2025
+https://jyn.dev/the-core-of-rust/
 2024
 https://corrode.dev/why-rust/
 https://habr.com/ru/companies/timeweb/articles/802609/
diff --git a/science/ai/attention/transformers/docs/books.txt b/science/ai/attention/transformers/docs/books.txt
index be153708d..5bb03386c 100644
--- a/science/ai/attention/transformers/docs/books.txt
+++ b/science/ai/attention/transformers/docs/books.txt
@@ -1,3 +1,6 @@
+2022
+Jain - Introduction to Transformers for NLP
+    53026715b30a8270ab17eeeb044b33e2
 2021
 Rothman - Transformers for Natural Language Processing
     A8C97E552646B3F194ECA333221CEE88