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Smikalo/README.md

Mykhailo Kozyrev β€” multi-agent systems, context engineering, research + shipping

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$ whoami

I am the one, who can make your AI better.

I research optimization, orchestration, environment, memory and context use in AI agents and multi-agent systems and lead teams to build impressive products for Fortune 500 companies and startups.


πŸ’Ό Portfolio

  • πŸ”¬ Applied Research Intern @ JetBrains Research β€” studying context engineering for AI coding agents (Claude Code, Cursor, Copilot). Large-scale repo mining, embedding-based clustering, LLM-assisted pattern extraction
  • πŸ—οΈ Data & AI Software Engineer @ KI performance β€” shipped multi-agent LLM systems for Microsoft, Lufthansa, Mercedes-Benz, DHL. LangGraph orchestration on Azure. Certified: Azure AI Engineer, Azure Developer, Databricks Developer
  • πŸ“„ Published a systematic literature review on agentic systems optimization β€” five-layer taxonomy across 32 primary studies
  • πŸš€ Founded PUM β€” 50+ member builder collective, 15+ international hackathons, 10+ shipped prototypes under 24–48h constraints
  • πŸŽ“ B.Sc. Computer Science @ TUM β€” 5th semester, 149 ECTS (125% of recommended pace).

πŸ” Research Interests

  1. Multi-agent system optimization β€” architecture, evaluation, performance
  2. Context & environment engineering for AI coding agents β€” configs, memory, orchestration
  3. Prompt analysis & refinement β€” pattern recognition, quality metrics, debugging

πŸ† Hackathon Track Record

15+ international hackathons Β· 10+ shipped systems Β· 50+ team members

Built systems across:

  • multi-agent RAG platforms
  • real-time data + ML pipelines
  • accessibility & navigation
  • developer productivity tools

Won at hackathons, datathons and ideathons with international teams as teamlead, main ML engineer and solution architect. Founded a hackathon organization.

πŸ‘‰ Full portfolio: https://devpost.com/smrtkozyrev


πŸ› οΈ Tech Stack

πŸ€– AI / ML

PyTorch LangGraph LangChain Azure OpenAI Databricks MLflow scikit-learn FAISS ChromaDB

πŸ—„οΈ Data & Cloud

Azure PostgreSQL MySQL MongoDB CosmosDB Git Figma

πŸ‘¨β€πŸ’» Languages

Python TypeScript JavaScript C C++ Java SQL R PHP Swift

🧰 Frameworks & Infrastructure

React Node.js FastAPI Flask Flutter Laravel Tailwind Docker Kubernetes GitHub Actions gRPC


πŸ“Š Activity

Activity graph

Streak stats

πŸ„ Beyond Code

I enjoy high-intensity environments where good systems thinking matters β€” especially hackathons, research-driven prototyping, and interdisciplinary research-heavy builds that need to go from idea to demo fast.


Let’s connect!
LinkedIn Β· Devpost Β· PUM Β· Email

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  1. jetbrains-multiagentic-systems-internship jetbrains-multiagentic-systems-internship Public

    Initial draft of the JetBrains Research Internship project on context and prompt optimizations for multiagent coding systems

    2 1

  2. Hack-HPI-H417 Hack-HPI-H417 Public

    Realt-time car accidents prediction via computer vision bigdata stream processing of video streams from traffic cameras

    Python 1

  3. se4ai-seminar se4ai-seminar Public

    Some of performance comparing scripts for the multiagent systems optimization research seminar at TUM

    Python 1

  4. pum-website pum-website Public

    Main TypeScript website repo for the PUM organization

    TypeScript 1

  5. med.ai med.ai Public

    Hallucination-prune multiagent RAG for pharmaceutical knowledge bases

    Python 2

  6. madbulgarianfromukraine/med.AI madbulgarianfromukraine/med.AI Public

    Project generates very secure responses based on multi-agent system

    HTML