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PavelNikolaeW/README.md

Hi, I'm Pavel 👋

ML Researcher / AI Engineer — I bring production-infrastructure discipline to LLM agents.


About

  • 🔭 DevOps → ML. Four years as a DevOps engineer: process automation and building an internal DevOps platform used by hundreds of teams. Now applying that systems-and-scale mindset to AI — the infrastructure and reliability of LLM agents.
  • 🧠 I build agents that run on models you control, not thin wrappers around a frontier API — memory-as-environment, recursion, and guardrails that make small local models genuinely useful.
  • 📍 Based in Moscow.
  • ✍️ I write up what I build.

🚩 Featured project

RLM_agent — a stateful agent on a Recursive Language Model engine. A local LLM drives an IPython REPL, queries sub-models from its own code, and consolidates a durable memory after every episode. A study in getting real work out of a small, local model through structure rather than scale.

🧰 Tech

Languages   Python JavaScript

ML / AI   vLLM llama.cpp RLM

Infra / DevOps   Docker Kubernetes Ansible CI/CD Grafana

Backend   Django FastAPI PostgreSQL Redis Linux

📫 Contact

Links coming soon.

Pinned Loading

  1. llm-gateway llm-gateway Public

    FastAPI gateway for LLM chat — dialog management, token-usage control, JWT auth, and multi-provider routing (OpenAI/Anthropic).

    Python

  2. omnimap-back omnimap-back Public

    OmniMap backend API — services and persistence for the block-tree knowledge mapper.

    Python

  3. omnimap-front omnimap-front Public

    OmniMap web frontend — UI for the block-tree knowledge & agent-architecture mapper.

    JavaScript

  4. omnimap-helm omnimap-helm Public

    Helm charts for deploying the OmniMap platform to Kubernetes (dev/prod umbrella chart).

    Shell

  5. omnimap-sync omnimap-sync Public

    OmniMap real-time sync service — keeps map state consistent across clients.

    Python

  6. omnimap-tgbot omnimap-tgbot Public

    OmniMap Telegram bot — work with your maps from Telegram.

    Python