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Kristina PoliakovaKP

Kristina Poliakova

AI Solutions Architect/Engineer

€200/day
Munich, DE
3-7 years

Average response time: 1 hour

About Kristina

I help European startups, SMEs and product teams turn AI ideas into production-ready full-stack applications, from prototype to cloud deployed traceable product

I specialize in building AI-powered web apps such as RAG agents, GraphRAG agents, multi-agent architectures, chatbots over internal documents and data, and in general SaaS MVPs. My work usually covers the full delivery cycle: identifying and understanding the business core problem, designing scalable architecture, building the backend, integrating LLMs/(LLM agents if needed) and data sources, creating the UI, adding observability, and deploying the solution to the cloud

I bring 5+ years of experience across AI engineering, data engineering and full-stack software development and have shipped more then 5 AI systems to the production, including multi-agent architectures for civil aviation, customer-facing GraphRAG product discovery agents, agents for PDF and Excel analysis

My core stack includes Python, TypeScript, Node.js, FastAPI, LangChain, LangGraph, PyTorch, Hugging Face, Qdrant, Neo4j, Redis, SQL databases, Docker, AWS, Azure and Databricks

What makes me different is that I bridge AI research, backend engineering, data systems and product thinking. I do not just build POCs but reliable AI applications that users can actually interact with, teams can maintain, and businesses can measure

Typical deliverables I can help with:
- AI SaaS MVPs and full-stack prototypes
- RAG and GraphRAG applications
- LLM agents and multi-agent systems
- Workflow automation with AI
- AI observability, evals, tracing and performance optimization

Would be very happy to work together on something cool and AI related! :)
  • English

    Fluent

  • German

    Fluent

  • Russian

    Fluent

Remote only
Primarily works remotely

Experience

  • KI Performance
    Forward Deployed AI engineer
    AVIATION AND AEROSPACE
    April 2025 - Today (1 year and 2 months)
    Munich, Germany
    - Currently working on Europe's largest multi-agent system for civil aviation. The initial rollout will enable autonomous passenger-boarding processes at primary European airport hubs
    - Developed a customer-facing GraphRAG agent that let users discover products via natural language, using an LLM agent to reason over a domain-specific knowledge graph and execute safe, validated Cypher queries.
    - Role-specialized multi-agent system with long term memory that autonomously generates and iteratively improves application UI, logic, and data models from user feedback, reducing manual effort in no-code application prototyping
    - Agent-driven chatbot to process user-uploaded PDF and Excel files, enabling conversational extraction, analysis and sum marization of semi-structured data; embedded MLflow tracing and observability to monitor, version and optimise agent performance across the lifecycle
    Multi-Agent Systems Python FastAPI Microsoft Azure RAG
  • Cognizant Mobility & Capgemini
    Data engineer
    E-COMMERCE
    December 2023 - April 2025 (1 year and 4 months)
    Munich, Germany
    - Built and maintained scalable ETL pipelines using Azure Databricks, processing 5TB+ of data monthly across large-scale workflows. Developed PySpark notebooks for data ingestion, cleansing, transformation, aggregation, and validation, while optimizing Spark jobs to improve processing efficiency, reliability, and scalability
    ETL Databricks MySQL Pandas Apache Spark
  • Scandio
    Software Engineer
    ENERGY AND UTILITIES
    October 2021 - December 2023 (2 years and 2 months)
    Munich, Germany
    - Developed a full-stack real-time appliance monitoring system with an asynchronous REST API built using FastAPI and SQLite. Implemented secure data access patterns, concurrent request handling, robust input validation, and backend logic to support reliable device data collection, monitoring, and retrieval.
    FastAPI Python React.js Back-End development Front-End development

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Education

  • B.Sc. Bioinformatics
    TUM
    2023
  • B.Sc. Biochemistry
    TUM
    2022

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