diff --git a/devops/ci/gitlab-ci/docs/presentations.txt b/devops/ci/gitlab-ci/docs/presentations.txt
index eb6cb0aff..f3381e2a0 100644
--- a/devops/ci/gitlab-ci/docs/presentations.txt
+++ b/devops/ci/gitlab-ci/docs/presentations.txt
@@ -1,4 +1,6 @@
 2025
+Otus - Gitlab + Ansible 0:00 of 1:35:34
+    https://www.youtube.com/watch?v=RlOFEZNmick
 Otus - Gitlab Runner Tuning 0:00 of 2:05:15
     https://www.youtube.com/watch?v=BE1VImJxvco
 Otus - CD with Ansible and GitlabCI 0:00 of 2:19:45
diff --git a/devops/k8s/docs/articles.txt b/devops/k8s/docs/articles.txt
index c9115ecd3..08fece4f6 100644
--- a/devops/k8s/docs/articles.txt
+++ b/devops/k8s/docs/articles.txt
@@ -4,6 +4,8 @@ https://www.youtube.com/playlist?list=PLIivdWyY5sqL3xfXz5xJvwzFW_tlQB_GB
 https://cloudplatform.googleblog.com/2018/04/Kubernetes-best-practices-how-and-why-to-build-small-container-images.html
 
 2025
+https://habr.com/ru/articles/939806/
+    !!!
 as PAAS
     https://habr.com/ru/companies/vktech/articles/890386/
         https://gitverse.ru/emelianovss/paas-kube-article/content/part-02
diff --git a/devops/local-dev/ms-devcontainers/docs/presentations.txt b/devops/local-dev/ms-devcontainers/docs/presentations.txt
new file mode 100644
index 000000000..55aad9c1c
--- /dev/null
+++ b/devops/local-dev/ms-devcontainers/docs/presentations.txt
@@ -0,0 +1,9 @@
+2025
+SpringIO - Streamline Cloud-Native App Development Using CDEs by Saeed Zarinfam 0:00 of 52:34
+    https://www.youtube.com/watch?v=FOWg_12JEV4
+    https://speakerdeck.com/saeedzf/streamline-cloud-native-app-development-using-cdes
+2024
+MicrosoftDeveloper - Enhancing Developer Experience with Dev Container Templates for Azure SQL Database | Data Exposed 0:00 of 13:28
+    https://www.youtube.com/watch?v=wmOmjjeWiW0
+    https://devblogs.microsoft.com/azure-sql/azure-sql-dev-containers/
+    https://learn.microsoft.com/en-us/azure/azure-sql/database/local-dev-experience-dev-containers?view=azuresql
diff --git a/devops/local-dev/ms-devcontainers/ms-devcontainers.txt b/devops/local-dev/ms-devcontainers/ms-devcontainers.txt
index 03483b299..5e55084f9 100644
--- a/devops/local-dev/ms-devcontainers/ms-devcontainers.txt
+++ b/devops/local-dev/ms-devcontainers/ms-devcontainers.txt
@@ -13,12 +13,6 @@ https://containers.dev/guide/gitlab-ci
 
 https://github.com/microsoft/azuresql-devcontainers
 
-2024
-MicrosoftDeveloper - Enhancing Developer Experience with Dev Container Templates for Azure SQL Database | Data Exposed 0:00 of 13:28
-    https://www.youtube.com/watch?v=wmOmjjeWiW0
-    https://devblogs.microsoft.com/azure-sql/azure-sql-dev-containers/
-    https://learn.microsoft.com/en-us/azure/azure-sql/database/local-dev-experience-dev-containers?view=azuresql
-
 impl
 devpod.sh
 https://www.jetpack.io/
diff --git a/hw/comp/tpu/tpu.txt b/hw/comp/tpu/articles.txt
similarity index 100%
rename from hw/comp/tpu/tpu.txt
rename to hw/comp/tpu/articles.txt
diff --git a/hw/comp/tpu/presentations.txt b/hw/comp/tpu/presentations.txt
new file mode 100644
index 000000000..9c34d8107
--- /dev/null
+++ b/hw/comp/tpu/presentations.txt
@@ -0,0 +1,4 @@
+2025
+CodeFestRU - Mamedov - HW for NeuralNets 0:00 of 40:08
+    https://www.youtube.com/watch?v=w6EYPbUXkuM
+    https://disk.360.yandex.ru/i/WcJaamvirVAXmA
diff --git a/nontech/ortho/people/mazhuko.txt b/nontech/ortho/people/mazhuko.txt
index 24bfbfb94..ddb6846f8 100644
--- a/nontech/ortho/people/mazhuko.txt
+++ b/nontech/ortho/people/mazhuko.txt
@@ -23,6 +23,8 @@ people
     ! his students - S.S Averintsev, V Bibihin
 
 2025
+Mazhuko - School of Tender of 13:35
+    https://www.youtube.com/watch?v=1zvnI09Z-Xc
 Mazhuko - Vulnerability of 9:51
     https://www.youtube.com/watch?v=puN1vjRIudo
 Mazhuko - Sor dlya Mira of 13:10
diff --git a/nontech/politics/people/gennady-m.txt b/nontech/politics/people/gennady-m.txt
index 921d670e0..205800df6 100644
--- a/nontech/politics/people/gennady-m.txt
+++ b/nontech/politics/people/gennady-m.txt
@@ -12,6 +12,8 @@ Soros - Crisis of the World Capitalism (later renounciated it)
 MichaelTellbot - Golographics Universe
 
 2025
+Conspirolog - Alexey - GennadyM - The Great War and How to Prepare for It of 53:01
+    https://www.youtube.com/watch?v=Tji-CMnStVc
 USLawAndOrder - Dudnik - GennadyM - Phone Aferists of 47:45
     https://www.youtube.com/watch?v=w9BviNBxF10
     https://www.youtube.com/watch?v=RRS5qp31lq0
diff --git a/science/ai/attention/transformers/docs/presentations.txt b/science/ai/attention/transformers/docs/presentations.txt
index 35372ad47..24e83ed9d 100644
--- a/science/ai/attention/transformers/docs/presentations.txt
+++ b/science/ai/attention/transformers/docs/presentations.txt
@@ -1,4 +1,7 @@
 2025
+CodeFestRU - Mihalchuk - How LLM Thinks 0:00 of 43:18
+    https://www.youtube.com/watch?v=XO2N_jceRIo
+    https://disk.360.yandex.ru/i/nXxyAx_OXlhnyA
 hagonata - What is ChatGPT of 4:51
     https://www.youtube.com/watch?v=ThOPidu6-uk
 2024
diff --git a/science/ai/thematical/sql/docs/presentations.txt b/science/ai/thematical/sql/docs/presentations.txt
new file mode 100644
index 000000000..29000b247
--- /dev/null
+++ b/science/ai/thematical/sql/docs/presentations.txt
@@ -0,0 +1,4 @@
+2025
+CodeFestRU - Kulyaskin - Text2SQL 0:00 of 43:09
+    https://www.youtube.com/watch?v=Gk0aVPFScUI
+    https://disk.360.yandex.ru/d/VWSWAMOXhnNRKQ