diff --git a/nontech/politics/clubs/streetoftruth/devyatov.txt b/nontech/politics/clubs/streetoftruth/devyatov.txt
index c8b9b8596..35d5fa3cd 100644
--- a/nontech/politics/clubs/streetoftruth/devyatov.txt
+++ b/nontech/politics/clubs/streetoftruth/devyatov.txt
@@ -25,7 +25,7 @@ https://vk.com/video/@muzejkonstruirovaniyabudushchego
 https://www.youtube.com/@devyatov.nebopolitika/videos
 
 2025
-Devyatov - Hope is at the Sould 6:00 of 30:50
+Devyatov - Hope is at the Sould 7:00 of 30:50
     https://www.youtube.com/watch?v=CSXbH7V6uZY
 Devyatov - Nachalo Premudrosti - Strah Gospoden of 25:07
     https://www.youtube.com/watch?v=Br0iZi4QEXY
diff --git a/nontech/politics/people/yambulatova-inna.txt b/nontech/politics/people/yambulatova-inna.txt
index c68cf647f..6949633a4 100644
--- a/nontech/politics/people/yambulatova-inna.txt
+++ b/nontech/politics/people/yambulatova-inna.txt
@@ -12,5 +12,5 @@ SummerChannel - Shafran - Yambulatova - TzyanTzin Declaration of 42:17
     ! Modi has not taken phone of Trump
 SummerChannel - Shafran - Yambulatova - Zangezur or Trump Way of 39:12
     https://www.youtube.com/watch?v=9kiSLjAg4c4
-SummerChannel - Shafran - Yambulatova - EU Necrolog 40:00 of 1:09:45
+SummerChannel - Shafran - Yambulatova - EU Necrolog of 1:09:45
     https://www.youtube.com/watch?v=QEoiwz3XX2s
diff --git a/pl/cross/io/fileformats/json/jq.txt b/pl/cross/io/fileformats/json/jq.txt
index 90a66066c..4efe5413e 100644
--- a/pl/cross/io/fileformats/json/jq.txt
+++ b/pl/cross/io/fileformats/json/jq.txt
@@ -25,7 +25,7 @@ quiet
 https://github.com/jqlang/jq/issues/1225
 https://github.com/jqlang/jq/issues/2385
 
-sammples
+samples
 "{took:.took, timed_out:.timed_out}"
 
 unescaping
diff --git a/science/ai/docs/presentations.txt b/science/ai/docs/presentations.txt
index fce5ec426..9c56da55c 100644
--- a/science/ai/docs/presentations.txt
+++ b/science/ai/docs/presentations.txt
@@ -1,5 +1,5 @@
 2025
-Podlodka - LLM Architecture, BERT, Transformers, Attention 4:00 of 1:35:22
+Podlodka - LLM Architecture, BERT, Transformers, Attention 54:00 of 1:35:22
     https://www.youtube.com/watch?v=0VlWsiT5h7U
 OrganizedProgramming - AndreyTatarinov - Why AI Do not Work without Real Engeneer of 2:08:53
     https://www.youtube.com/watch?v=8LiyDZ8QLD0