diff --git a/devops/k8s/docs/guide.txt b/devops/k8s/docs/guide.txt
index 2639bf8e4..4d75c11ed 100644
--- a/devops/k8s/docs/guide.txt
+++ b/devops/k8s/docs/guide.txt
@@ -2,6 +2,8 @@ https://kubernetes.io/docs/getting-started-guides/scratch/
 
 http://kubernetesbyexample.com/
 
+2025
+https://docs.dobry-kot.ru/blog/kubernetes-the-hard-way/
 2021
 https://ostechnix.com/kubernetes-features/
 https://ostechnix.com/introduction-to-kubernetes/
diff --git a/devops/storage/minio/openmaxio.txt b/devops/storage/minio/openmaxio.txt
new file mode 100644
index 000000000..0b80610a3
--- /dev/null
+++ b/devops/storage/minio/openmaxio.txt
@@ -0,0 +1 @@
+https://github.com/OpenMaxIO/openmaxio-object-browser
diff --git a/pl/java/libfws/io/net/proto/ssh/xpipe.txt b/os/xpipe.txt
similarity index 100%
rename from pl/java/libfws/io/net/proto/ssh/xpipe.txt
rename to os/xpipe.txt
diff --git a/pl/java/features/io/concurrency/structured.txt b/pl/java/features/io/concurrency/structured.txt
index 4c7b318b1..739c4e2f0 100644
--- a/pl/java/features/io/concurrency/structured.txt
+++ b/pl/java/features/io/concurrency/structured.txt
@@ -10,6 +10,9 @@ baeldung
             Response response = new Response(shelter.resultNow(), dogs.resultNow());
             // ...
         }
+2025
+https://foojay.io/today/javas-structured-concurrency-finally-finding-its-footing/
+    https://habr.com/ru/companies/spring_aio/articles/930812/
 2024
 Schmidt - Walkthrough of the Java StructuredTaskScope Code of 11:37
     https://www.youtube.com/watch?v=WfyKt9dkgmM
diff --git a/pl/py/awesome.txt b/pl/py/awesome.txt
new file mode 100644
index 000000000..80cc593de
--- /dev/null
+++ b/pl/py/awesome.txt
@@ -0,0 +1,5 @@
+https://awesome-python.com/
+    https://github.com/vinta/awesome-python
+
+https://thepythoncode.com/
+    https://github.com/x4nth055/pythoncode-tutorials
diff --git a/pl/py/docs/awesome.txt b/pl/py/docs/awesome.txt
deleted file mode 100644
index 2626e4810..000000000
--- a/pl/py/docs/awesome.txt
+++ /dev/null
@@ -1,2 +0,0 @@
-https://awesome-python.com/
-    https://github.com/vinta/awesome-python
diff --git a/science/ai/orchestrators/langchain/samples/deepseek-r1-chat.txt b/science/ai/orchestrators/langchain/samples/deepseek-r1-chat.txt
new file mode 100644
index 000000000..f07312aba
--- /dev/null
+++ b/science/ai/orchestrators/langchain/samples/deepseek-r1-chat.txt
@@ -0,0 +1 @@
+https://github.com/Rizwankaka/deepseek-r1-chat
diff --git a/science/ai/tools/repomix.txt b/science/ai/tools/repomix.txt
new file mode 100644
index 000000000..b18d2ecf8
--- /dev/null
+++ b/science/ai/tools/repomix.txt
@@ -0,0 +1,2 @@
+https://repomix.com/
+https://github.com/yamadashy/repomix
diff --git a/science/ai/tools/ui/gradio.txt b/science/ai/tools/ui/gradio.txt
new file mode 100644
index 000000000..8f77985ce
--- /dev/null
+++ b/science/ai/tools/ui/gradio.txt
@@ -0,0 +1,8 @@
+https://www.gradio.app/
+
+https://github.com/gradio-app/gradio
+
+https://www.gradio.app/docs
+https://www.gradio.app/guides/quickstart
+
+https://huggingface.co/spaces/akhaliq/AnimeGANv2