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pe51k/README.md

Hi there 👋 I’m Gregory Matsnev

CTO & ML Engineer @ AllSee • Speaker • Hackathon Nerd

email Telegram LinkedIn HeadHunter (ML, ru) HeadHunter (CIO, ru) Profile views


🚀 About me

  • 🎓 B.Sc. Applied Math & CS (SPbU ’25)
  • 🎓 M.Sc. Informatics and Computer Engineering, Artificial Intelligence (ITMO ’27)
  • 🧑‍💼 CTO & ML Engineer at AllSee
  • 🔬 Research: NLP, speech-to-speech LLM, AI agents
  • 💬 Languages: PythonC++JavaScript
  • 🛠 Daily tools: Docker, Linux, GitHub, LangChain/LangGraph, PyTorch, FastAPI, Pytest, UV, Ruff, Docker Compose, GitHub Actions

🛠 Tech stack

Category Primary Also comfortable with
🐍 Languages Python • JavaScript C++
🌐 Web Development ReactJS • VueJS • FastAPI • Streamlit • Gradio • Nginx • Squid proxy NodeJS • ExpressJS • NextJS
🗄️ Databases PostgreSQL • MongoDB • Qdrant Neo4j
📊 Data Science Pandas • NumPy • Pydantic • Matplotlib Polars • SQLAlchemy • Seaborn • Plotly • Scipy
🤖 Machine Learning & AI PyTorch • PyTorch Lightning • LangChain • LangGraph • LangFuse • Prompt-Engineering • Finetuning • NeptuneAI • ClearML • Weights & Biases (W&B) • Apache Airflow • OpenAI API • YandexGPT API Transformers • CatBoost • XGBoost • Autogluon • LlamaIndex • Gigachat API • Scikit-Learn • OpenCV • TensorFlow • Hydra • vLLM • MLflow • DVC
🛠️ DevOps & Tools Pytest • Sphinx • UV • Ruff • Docker • Docker Compose • GitHub Actions • GitHub Copilot • ChatGPT • RooCode • Linux • Yandex Cloud Kubernetes • GitLab CI/CD • Selectel • Cloud.ru

✨ Pet projects

Project Quick blurb Links
AI Secretary Whisper + ChatGPT assistant for meetings CodeArticle (ru)
BotLLM Telegram bot with knowledge about AllSee.team CodeArticle (ru)
YandexGPT Python SDK YandexGPT API wrapper SDK CodeArticle (ru)
AutoLove Sends smart daily updates to your partner in telegram via YandexGPT CodeArticle (ru)
AI Santa Generates holiday video-cards with YandexART and YandexGPT Article (ru)
CoverLetterEnchancer FastAPI + YandexGPT résumé-tailoring service Front-end codeBack-end codeArticle (ru)
Skill Extractor YandexGPT extracts skills from résumés Article (ru)

🔬 Research

Title Description Links
Uncertainty-Aware Agents Prompt-based uncertainty quantification for LLM web agents in progress
Vision-Language-Action Models for Robotics VLA models for autonomous robotics with multimodal reasoning in progress

🏆 Hackathon Highlights

Position Hackathon Description Links
🥉 3rd Place «Working title» hackathon 2025 (HeadHunter) Work Vibe Generator, HeadHunter CodeCertificate
🥉 3rd Place Digital Transformation Leaders 2025 Intelligent Digital Data Engineer, Moscow Government CodeCertificate
🥇 1st Place AI Product Hack 2025 (AI Talent Hub) Career coach AI companion, Yandex CodeCertificate
🥈 2nd Place LLM Coding Challenge 2025 (AI Talent Hub) Developer code quality reporter, AlfaStrakhovanie CodeCertificate
🥇 1st Place Digital Breakthrough 2024 (All-Russian Final) Automatic video data annotation, Gazprom-Media CodeCertificate
🥇 1st Place AI Product Hack 2024 (AI Talent Hub) Product card generation, Citilink CodeCertificate
🥇 1st Place Digital Breakthrough 2023 (South Federal District) Macro-financial model parameter prediction, Central Bank of Russia Certificate
🥇 1st Place (case) & 6th Overall FinnoDays 2023 (Fintech Hub) Smart loyalty system, Center-Invest Bank CodeCertificate
🥇 1st Place (case) & 🥈 2nd Overall AI Generative Product Hack 2023 (AI Talent Hub) Advertising campaign analysis, Binnopharm Group Certificate

Popular repositories Loading

  1. ai-product-hack-2024 ai-product-hack-2024 Public archive

    AI Product Hack 2024 repo: service for recognizing product “infomodels” and generating descriptions and summaries based on them

    Python 1

  2. spbu-applied-math spbu-applied-math Public archive

    Some of my works created as part of the applied mathematics program at St. Petersburg State University

    Jupyter Notebook

  3. ru-zh-moshi ru-zh-moshi Public archive

    Moshi S2S-LLM finetune recipe for ru-zh language practice

    Jupyter Notebook

  4. my-timetagger my-timetagger Public

    Files for setting up timetagger on a remote server

    Python

  5. pe51k pe51k Public

    It's PE51K!

  6. x5-technical-support-automation x5-technical-support-automation Public archive

    Forked from da-the-dev/x5-automation

    AI workshop week 2025 repo: automation of the first line of technical support

    Jupyter Notebook