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Fgeeha/README.md

Hi, I'm Nikita Kolesnikov 👋

Backend & AI/ML Developer

Building self-hosted AI assistants, monitoring systems, ML pipelines and developer tools.

Personal website Curriculum Vitae LinkedIn profile

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About Me

  • 🔭 Building local and privacy-focused RAG applications
  • 🧠 Interested in LLM infrastructure, MLOps and AI observability
  • ⚙️ Developing backend services with Python, Go and PHP
  • 📊 Creating monitoring tools with Prometheus and Grafana
  • 🐳 Packaging reproducible environments with Docker and CI/CD
  • 🤝 Open to backend, AI infrastructure and open-source collaboration

Current Focus

  • Local LLM applications powered by Ollama
  • RAG evaluation, vector search and retrieval quality
  • ML training and inference pipelines with GPU acceleration
  • Monitoring for Linux and AMD GPU infrastructure
  • CI/CD automation, security scanning and container workflows

Tech Stack

Languages: Python, Go, PHP

Backend: Django, FastAPI, Flask, aiogram

AI/ML: RAG, LangChain, Ollama, PyTorch, Keras, pandas, NumPy

Databases: PostgreSQL, MySQL, SQL, ChromaDB

Infrastructure: Docker, Docker Compose, Linux, GitHub Actions, Trivy

Observability: Prometheus, Grafana, TensorBoard

Desktop: PyQt6, Tkinter, Fyne

Tools: Git, Make, Poetry, Nginx, Redis, Celery


Featured Open-Source Projects

Project Highlights

Project What it does Highlights
ROoP Fully local document assistant powered by RAG Django, ChromaDB, Ollama, REST API, Docker, CPU and GPU support
Green Sentry Plant disease diagnosis with computer vision and AI reasoning FastAPI, ResNet50, GigaChat, React, PostgreSQL, Redis, Celery
Plant Disease ResNet50 GPU-accelerated plant disease model training and inference PyTorch, ResNet50, CUDA, Docker, TensorBoard, Jupyter
Stress Tester Cross-platform CPU and RAM stability testing application Go, Fyne, memory safety controls, Windows and Linux CI

More Projects

Project Description Stack
rocm-smi-exporter Prometheus exporter and Grafana dashboards for AMD GPU metrics Python, ROCm, Prometheus, Grafana
monitor-dir File integrity monitoring with Prometheus metrics Python, Docker, Prometheus
arxiv2word Converts articles from arXiv into editable Word documents Python, Pandoc, Docker, Poetry
ga_detector Chrome and Firefox extension for detecting analytics and verification tags JavaScript, Chrome, Firefox
Fast-Chat-Auth Chat application with registration and JWT authentication FastAPI, JWT, Python
PHPNewsHub News publishing and management system PHP, PostgreSQL

Open to Collaboration

I'm interested in contributing to projects related to:

  • self-hosted AI and local LLMs;
  • RAG pipelines and LLM observability;
  • Python and Go backend services;
  • monitoring and infrastructure tooling;
  • Prometheus exporters and Grafana integrations;
  • reproducible ML and MLOps workflows.

GitHub Statistics

Nikita Kolesnikov's GitHub statistics Most used programming languages GitHub Activity Graph

Coding Activity


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  1. must-first must-first Public

    Python

  2. dotfiles dotfiles Public

    Shell