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+++ b/cv_en.tex
@@ -1,14 +1,14 @@
 % BASED ON: https://www.overleaf.com/articles/curriculum-vitae/cnzchmjctmwh
 
-\documentclass[12pt,a4paper,sans]{moderncv} % Font sizes: 10, 11, or 12; paper sizes: a4paper, letterpaper, a5paper, legalpaper, executivepaper or landscape; font families: sans or roman
+\documentclass[11pt,a4paper,sans]{moderncv} % Font sizes: 10, 11, or 12; paper sizes: a4paper, letterpaper, a5paper, legalpaper, executivepaper or landscape; font families: sans or roman
 
 \RequirePackage[unicode]{hyperref}
 \moderncvstyle{classic} % CV theme - options include: 'casual' (default), 'classic', 'oldstyle' and 'banking'
 \moderncvcolor{black} % CV color - options include: 'blue' (default), 'orange', 'green', 'red', 'purple', 'grey' and 'black'
 
-\usepackage{lipsum} % Used for inserting dummy 'Lorem ipsum' text into the template
+\usepackage{lipsum}
 
-\usepackage[scale=0.75]{geometry} % Reduce document margins
+\usepackage[left=3cm,right=1.5cm,top=2cm,bottom=2cm,scale=0.75]{geometry} % Reduce document margins
 %\setlength{\hintscolumnwidth}{3cm} % Uncomment to change the width of the dates column
 %\setlength{\makecvtitlenamewidth}{10cm} % For the 'classic' style, uncomment to adjust the width of the space allocated to your name
 
@@ -20,26 +20,23 @@
 \familyname{Lobanov} % Your last name
 
 % All information in this block is optional, comment out any lines you don't need
-\title{Curriculum Vitae}
+\title{Software Engineer}
 %\address{37 Padre Antonio da Olivadi}{Catanzaro, Italy 88100}
 \mobile{+7~906~631~50~58}
-\email{i@likemath.ru}
-\homepage{likemath.ru} % The first argument is the url for the clickable link, the second argument is the url displayed in the template - this allows special characters to be displayed such as the tilde in this example
-%\extrainfo{additional information}
+\email{alekseylobanov1@gmail.com}
+%\homepage{likemath.ru} % The first argument is the url for the clickable link, the second argument is the url displayed in the template - this allows special characters to be displayed such as the tilde in this example
+\extrainfo{Telegram: \emph{TODO: Telegram here}}
 \social[github]{AlekseyLobanov}
 
-\photo[70pt][0.4pt]{pictures/avatar_1x1_1280} % The first bracket is the picture height, the second is the thickness of the frame around the picture (0pt for no frame)
 %\quote{"A witty and playful quotation" - John Smith}
 
-%----------------------------------------------------------------------------------------
-
 \begin{document}
 
 \makecvtitle
 
 \section{Education}
 
-\cventry{2015 -- 2019}{Moscow State University}{Faculty of Computational Mathematics and Cybernetics}{Applied Mathematics and Cybernetics}{Bachelor of Engineering (B.Eng.)}{}
+\cventry{2019 -- 2021}{Moscow State University}{Faculty of Computational Mathematics and Cybernetics}{Applied Mathematics and Cybernetics}{Master of Engineering (M.Eng.)}{}
 % Arguments not required can be left empty
 
 %\section{Masters Thesis}
@@ -54,24 +51,47 @@
 
 \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{Jun 2020 -- Now}{Senior Backend Engineer}{\textsc{SberDevices}}{Moscow}{}{
+3 connected projects in one big department with overlapping engineering teams.
+\begin{enumerate}
+\item Worked on architecture and MVP for Visper.tech
+\item Integrated abandoned ML-solution for video generation to Visper.tech backend.
+\item Created and launched widget backend with complex architecture and Python/Golang components. $\geq$ 500k active devices each day and $\geq$ 10k RPS average.
+\item Led backend development for news and widget including architecture and tech communications with other teams
+\end{enumerate}
+\textbf{Stack:} Golang, Python, Django + FastAPI, Postgres, RabbitMQ, Redis/KeyDB, Prometheus + Grafana, Traefik, GitLab CI, Sentry, Docker.
 }
 
-\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.}
+\cventry{Mar 2018 -- Jun 2020}{Python Developer}{\textsc{Kvint}}{Moscow (remote work)}{}{
+Platform for e2e robot calls with call state (we used FSM)
+and external API calls during call.
+High scalability and no-code approach for most of functions.
+\begin{enumerate}
+\item Worked on core FSM part, integrated Lua scripting and testing concepts with coverage monitoring.
+\item Created from scratch in-place replacement for main dialing component, up to 100 simultaneous calls on each server and millions of calls each month.
+\item Was responsible for integration with custom STT (Speech-to-Text) library on CUDA cores. Used C++ for near-zero overhead.
+\item Created scalable and fault-tolerant services architecture for most of backend tasks.
+\item Integrated custom VAD (Voice Activity Detector) with Websockets, about 80\% STT load reduction.
+\item Integrated ML pipeline for NLU with custom dictionary and data for each client. Used Google Compute with dynamic instances for about 95\% training cost reduction.
+\end{enumerate}
+\textbf{Stack:} Python + pytransitions for FSM, Websockets, Lua for scenario scripts, C++, Asterisk, MongoDB, MySQL, RabbitMQ, Docker.
+}
 
-\section{Computer Skills}
-%textsc
-\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}
+\cventry{Jul 2017 -- Feb 2018}{Python Developer}{\textsc{Krista}}{Moscow}{}{Telegram chat bot for open data that can understand queries in natural language.
+\begin{enumerate}
+\item Integrated code metrics + static code analysis as part of CI process.
+\item Redesigned data process to get measurable results for each commit.
+\item Reimplemented queries building process to ML-approach with big step up in performance from about 80\% to 98\% on test data.
+\item Managed tech debt reduction process.
+\end{enumerate}
+\textbf{Stack:} Python3 + scikit-learn for ML, Apache Solr, Telegram API.
+}
+
+\section{Skills}
+\cvitem{Languages}{Python, Golang, C/C++, Lua, SQL}
+\cvitem{Technologies}{RabbitMQ, Docker, S3 (including Minio), Prometheus/Grafana, Sentry, GitLab CI, Linux}
+\cvitem{Frameworks}{FastAPI, Django, aiohttp, scikit-learn}
+\cvitem{Databases}{MySQL/MariaDB, Postgres, Redis/KeyDB, sqlite, MongoDB}
 %\cvitem{Linux}{About 5 years of administration and using as the main operating systems}
 
 %----------------------------------------------------------------------------------------
@@ -83,12 +103,6 @@ We used Python, MongoDB and RabbitMQ for 90\% of backend.
 %\cvitem{2010}{Oral Presentation at the California Business Conference}
 %\cvitem{2009}{Poster at the Annual Business Conference in Oregon}
 
-\section{Languages}
-
-\cvitemwithcomment{Russian}{Native}{}
-\cvitemwithcomment{English}{Upper-Intermediate}{}
-%\cvitemwithcomment{Dutch}{Basic}{Basic words and phrases only}
-
 %\section{Interests}
 
 %\renewcommand{\listitemsymbol}{-~} % Changes the symbol used for lists