diff --git a/db/nosql/vector/qdrant.txt b/db/nosql/vector/qdrant.txt
index ba45cf027..7d601bc86 100644
--- a/db/nosql/vector/qdrant.txt
+++ b/db/nosql/vector/qdrant.txt
@@ -6,11 +6,18 @@ https://github.com/qdrant/qdrant
     ! written in rust
 https://github.com/qdrant/qdrant/releases
 
+https://github.com/qdrant/examples/tree/master
+https://github.com/qdrant/examples/tree/master/qdrant_101_getting_started
+    https://colab.research.google.com/github/qdrant/examples/blob/master/qdrant_101_getting_started/getting_started.ipynb
+https://github.com/qdrant/examples/tree/master/qdrant_101_text_data
+
 https://qdrant.tech/benchmarks/
 
 https://qdrant.tech/documentation/
 https://qdrant.tech/documentation/overview/
     !!! start from this
+https://qdrant.tech/documentation/beginner-tutorials/search-beginners/
+
 https://github.com/qdrant/qdrant/blob/master/docs/roadmap/README.md
 
 https://qdrant.tech/demo/
@@ -22,6 +29,34 @@ https://blog.qdrant.tech/
 https://qdrant.tech/articles/
 https://qdrant.tech/articles/new-recommendation-api/
 
+https://deepwiki.com/qdrant
+https://deepwiki.com/qdrant/examples/2-getting-started-with-qdrant
+
+code-search
+https://qdrant.tech/documentation/advanced-tutorials/code-search/
+
+api/swagger
+https://ui.qdrant.tech/
+https://raw.githubusercontent.com/qdrant/qdrant/master/docs/redoc/master/openapi.json
+
+docker
+https://qdrant.tech/documentation/quickstart/
+docker run -p 6333:6333 \
+    -v $(pwd)/qdrant_storage:/qdrant/storage \
+    qdrant/qdrant
+
+integration
+https://github.com/qdrant/mcp-server-qdrant
+https://github.com/qdrant/n8n-nodes-qdrant
+
+clients
+https://python-client.qdrant.tech/quickstart.html
+https://github.com/qdrant/qdrant-js
+
+web-ui
+https://qdrant.tech/documentation/web-ui/
+    http://localhost:6333/dashboard
+
 2024
 https://techcrunch.com/2024/01/23/qdrant-open-source-vector-database/
 2023
@@ -30,3 +65,4 @@ Rust - Gourlay - Qdrant - A Search Engine in Rust 0:00 of 44:48
 https://www.shuttle.rs/blog/2023/09/08/building-semantic-search-in-rust
     https://github.com/ddprrt/shuttle-qdrant-openai
     https://www.youtube.com/watch?v=YLWSeiDh2o0
+https://medium.com/@shaikhrayyan123/building-personalized-recommender-systems-with-qdrant-a-comprehensive-guide-caa366091dd6
diff --git a/nontech/economy/countries/us/frs/silantiev-albert.txt b/nontech/economy/countries/us/frs/silantiev-albert.txt
index 83d064fb1..1510da1e9 100644
--- a/nontech/economy/countries/us/frs/silantiev-albert.txt
+++ b/nontech/economy/countries/us/frs/silantiev-albert.txt
@@ -40,6 +40,10 @@ PointOfGather - SilantievAlbert - System of Our Money Theft 0:00 of 50:50
     ! Saddukei - torgovlya, pirating, extreme sea-ing, Phoeniciya -> Italy -> Holland -> England -> New York (planned -> ZH, HongKong, but today - NewZeland, Oceany)
     ! Farissei
     ! Iessei - priverzhentsy tsarskoy vlasti
+    ! 12:00 Tampliers soprovozhdali nagrablennoe - de-facto 1-st bank, vexels
+    ! 16:00 Eng Bank - Tax Collector, Stock-Estimation !!!
+    !   1690-e EngBank won all the east-companies !!! Newton (invented monete abris - now impossible to otkusyvat)
+    ! 18:00 Ukrepil new Instruments for Domination on Trading
 PointOfGather - SilantievAlbert - Why Constant Economy Growth is Impossible of 43:46
     https://www.youtube.com/watch?v=TrSsfY6xmx4
     ! rasslablenie -> less mass of brain
diff --git a/nontech/politics/people/pereslegin.txt b/nontech/politics/people/pereslegin.txt
index 55119b53a..49d08ef26 100644
--- a/nontech/politics/people/pereslegin.txt
+++ b/nontech/politics/people/pereslegin.txt
@@ -6,6 +6,8 @@ https://boosty.to/psychotechnology
 https://www.youtube.com/@SOCIOSOFT-TV
 
 2025
+SociosovtTV - Pereslegin - BPLA Nalets of 24:50
+    https://www.youtube.com/watch?v=zPKcCLq2U5Y
 SociosovtTV - Pereslegin - Mummy Shadow Agents and War for the Image of Future of 18:00
     https://www.youtube.com/watch?v=d1URoqsHkzs
 CodeFestRU - Pereslegin - TechnoWaves and AI Development of 42:07
diff --git a/pl/cross/tools/ide/jetbrains/data/datagrip.txt b/pl/cross/tools/ide/jetbrains/data/datagrip.txt
index 8b0fe4094..7e7a6a6d1 100644
--- a/pl/cross/tools/ide/jetbrains/data/datagrip.txt
+++ b/pl/cross/tools/ide/jetbrains/data/datagrip.txt
@@ -1,2 +1,7 @@
 https://www.jetbrains.com/datagrip/
 https://www.jetbrains.com/datagrip/buy/?section=personal&billing=yearly
+
+https://www.jetbrains.com/datagrip/features/
+https://youtrack.jetbrains.com/issue/DBE-19271/Support-for-Vector-Databases-in-Datagrip
+
+https://www.jetbrains.com/help/datagrip/quick-start-guide.html