Projects

Interactive case studies — not just cards. Open one to explore the architecture.

MT-transformer

Telegram bot and a trained model that recognizes the genre of a music track.

PyTorchTransformerMel-SpectrogramAudio ML

Junos MCP Server

An AI agent for fully autonomous interaction with Juniper (JunOS) devices — no human in the loop.

LLM AgentsMCPNETCONFJuniper PyEZ

PPR / AVR

A system that prevents conflicts and incidents on a major telecom operator's backbone network.

Network AutomationAnomaly DetectionTelecom BackbonePython

ViT — person re-identification with masks

A Vision Transformer for person re-identification that leverages masks.

PyTorchVision TransformerRe-IdentificationMasking