Portrait of Mikhail Vakulich

Mikhail Vakulich

ML/AI engineer. I build LLM agent systems and forecasting models, and take them to production. Right now I work on AI for infrastructure operations; before that, four years in telecoms.

About me

Today I build AI solutions for infrastructure operations: agent systems on top of telemetry and tickets, forecasting models, LLM integrations with systems where the model's answer turns into an action.

Alongside that I finished a master's in machine learning at SPbPU. Reinforcement learning is a separate interest - it was the subject of my thesis.

Before that, four years in telecoms, the last two operating an IP/MPLS backbone.

What I work with

  • Python
  • LLM agents
  • MCP
  • LangGraph
  • PyTorch
  • NETCONF / PyEZ
  • Juniper / JunOS
  • BGP, L2/L3 VPN
  • FastAPI
  • PostgreSQL
  • Docker
  • Prometheus / Grafana

Languages

  • Russiannative
  • GermanC1, TestDaF
  • EnglishB2+