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pe51k/README.md

Hi there 👋 I’m Gregory Matsnev

CTO & Lead AI Engineer @ AllSee • AI Researcher • Speaker • Hackathon Nerd

LinkedIn email WhatsApp Hugging Face Telegram (personal) Telegram Channel YouTube Profile views


🚀 About me

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

🤝 Open to Collaboration & Networking

I’m open to collaboration and networking, and available as an expert on AI-driven transformation of business processes — in particular the software development lifecycle — for your company. Whether it’s consulting, a guest talk, or a deep-dive workshop, feel free to reach out via email or Telegram.


🛠 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

🔬 Research

Title Description Links
Vision-Language-Action Models for Robotics VLA models for autonomous robotics with multimodal reasoning in progress
Uncertainty Decomposition for Clarification Seeking Prompt-based uncertainty decomposition that lets LLM agents seek clarification on underspecified tasks Preprint • Code

🏆 Hackathon Highlights

Position Hackathon Description Links
🥉 3rd Place «Working title» hackathon 2025 (HeadHunter) Work Vibe Generator, HeadHunter Code • Certificate
🥉 3rd Place Digital Transformation Leaders 2025 Intelligent Digital Data Engineer, Moscow Government Code • Certificate
🥇 1st Place AI Product Hack 2025 (AI Talent Hub) Career coach AI companion, Yandex Code • Certificate
🥈 2nd Place LLM Coding Challenge 2025 (AI Talent Hub) Developer code quality reporter, AlfaStrakhovanie Code • Certificate
🥇 1st Place Digital Breakthrough 2024 (All-Russian Final) Automatic video data annotation, Gazprom-Media Code • Certificate
🥇 1st Place AI Product Hack 2024 (AI Talent Hub) Product card generation, Citilink Code • Certificate
🥇 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 Code • Certificate
🥇 1st Place (case) & 🥈 2nd Overall AI Generative Product Hack 2023 (AI Talent Hub) Advertising campaign analysis, Binnopharm Group Certificate

✨ Pet projects

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

Popular repositories Loading

  1. udcs-in-llm-agents udcs-in-llm-agents Public

    Uncertainty Decomposition for Clarification Seeking in LLM Agents

    Python 2

  2. 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

  3. lct-hack-2025 lct-hack-2025 Public archive

    LCT 2025 hack repo: ai-data-engineer

    Python 1

  4. 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

  5. ru-zh-moshi ru-zh-moshi Public archive

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

    Jupyter Notebook

  6. pe51k pe51k Public

    It's PE51K!