diff --git a/cv_en.pdf b/cv_en.pdf
index bb6eda1..e4bdb72 100644
Binary files a/cv_en.pdf and b/cv_en.pdf differ
diff --git a/cv_en.tex b/cv_en.tex
index 6378886..460d799 100644
--- a/cv_en.tex
+++ b/cv_en.tex
@@ -39,7 +39,7 @@
 
 \section{Education}
 
-\cventry{2015 -- 2019}{Moscow State University}{Faculty of Computational Mathematics and Cybernetics}{}{}{}
+\cventry{2015 -- 2019}{Moscow State University}{Faculty of Computational Mathematics and Cybernetics}{Applied Mathematics and Cybernetics}{Bachelor of Engineering (B.Eng.)}{}
 % Arguments not required can be left empty
 
 %\section{Masters Thesis}
@@ -54,17 +54,24 @@
 
 \section{Employment History}
 
+\cventry{Mar 2018 -- Now}{Backend Python Developer}{\textsc{Kvint}}{Moscow (remote work)}{}{
+Developing a platform for creating call robots.
+I designed and developed most of the platform.
+I was able to achieve scalable and fault-tolerant architecture for backend.
+I prepared multiple ML pipelines for production use.
+I also created the key component that made calls.
+We used Python, MongoDB and RabbitMQ for 90\% of backend.
+}
 
-\cventry{Jul 2017 -- Now}{Backend Python Developer}{\textsc{Krista}}{Moscow}{}{Developing of Telegram chat bot, that can understand queries in natural language. We had several OLAP cubes with financial data and about 2000 text answers.}
+\cventry{Jul 2017 -- Feb 2018}{Backend Python Developer}{\textsc{Krista}}{Moscow (remote work)}{}{Developing of Telegram chat bot, that can understand queries in natural language. We had several OLAP cubes with financial data and about 2000 text answers.}
 
 \section{Computer Skills}
 %textsc
-\cvitem{Programming Languages}{C/C++, Python, SQL, Bash}
-\cvitem{IDE}{VisualStudio, PyCharm, Eclipse, NetBeans}
-\cvitem{Technologies}{Apache Solr, MVC, OLAP, Flask, Boost, wxWidgets/wxPython}
-\cvitem{Database}{MySQL, sqlite, MongoDB}
+\cvitem{Programming Languages}{Python, C/C++, Lua, SQL, Bash}
+\cvitem{Technologies}{Message-brokers(RabbitMQ), Docker, S3-compatible(mostly Minio), Google Compute, Flask, SQL and NoSQL DBs, wxWidgets/wxPython}
+\cvitem{Machine Learning}{Most	classic methods. Also I have good experience with preparing result models and learning pipelines to production.}
+\cvitem{Databases}{MySQL, sqlite, MongoDB}
 \cvitem{VCS}{git}
-\cvitem{OS}{Linux (about 5 years of using), Windows}
 %\cvitem{Linux}{About 5 years of administration and using as the main operating systems}
 
 %----------------------------------------------------------------------------------------
@@ -79,7 +86,7 @@
 \section{Languages}
 
 \cvitemwithcomment{Russian}{Native}{}
-\cvitemwithcomment{English}{Intermediate}{}
+\cvitemwithcomment{English}{Upper-Intermediate}{}
 %\cvitemwithcomment{Dutch}{Basic}{Basic words and phrases only}
 
 %\section{Interests}