Python Engineer

 Posted 2 days ago
  
 Poland
  
2-5 years experience
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AI Summary

The engineer will upgrade a Retrieval-Augmented Generation (RAG) pipeline for an AI copilot, focusing on improving retrieval quality and grounding. Key tasks include building an AST-aware Code-RAG solution and implementing hybrid retrieval layers using BM25 and pgvector.

Ciklum is looking for a Python Engineer to join our team full-time in Poland.

We are a custom product engineering company that supports both multinational organizations and scaling startups to solve their most complex business challenges. With a global team of over 4,000 highly skilled developers, consultants, analysts and product owners, we engineer technology that redefines industries and shapes the way people live.

About the role:

As a Python Engineer, become a part of a cross-functional development team engineering experiences of tomorrow. We are partnering with a leading industrial automation company on a high-stakes, 24-week engineering engagement (15 June – 1 December 2026) to significantly upgrade the Retrieval-Augmented Generation (RAG) pipeline behind their AI-powered copilot product. Operating under an embedded Co/Labs model based in Poland, our team is tasked with improving retrieval quality, context precision, and grounding frameworks to minimize code generation hallucinations. The core technical milestone is building an AST-aware Code-RAG solution tailored for industrial automation syntax (IEC 61131-3 standard). All deliverables must be developed and transferred directly as raw Python source code into the client’s secure Azure DevOps environment, ensuring absolute data sovereignty and eliminating third-party SaaS dependencies.

Responsibilities:

  • Baseline Instrumentation (Phase 1): Instrument the client's existing data and retrieval pipelines to capture and expose baseline performance data for objective KPI scoring
  • Hybrid Retrieval Build (Phase 2): Execute the hands-on code development to merge lexical search algorithms (BM25) with dense vector store mechanics (pgvector) into a single, high-performance hybrid retrieval layer
  • Pipeline Optimization: Implement custom embedding strategies and chunking boundaries to maximize search relevance and minimize context noise for the LLM
  • Core Engineering & Delivery: Write clean, highly performant, and completely covered Python code, delivering all artifacts directly into the client's Azure DevOps repositories
  • Integration Support (Phase 3): Collaborate with the Senior ML Engineer to merge all retrieval components into the unified, production-grade enterprise application pipeline

Requirements:

  • Professional Experience: 3+ years of commercial software development or ML engineering experience within production environments
  • Programming Mastery: Strong Python coding capabilities with a track record of building and testing stable data or machine learning pipelines
  • Search & Vectors: Direct, hands-on experience working with vector search mechanisms, embedding models, and lexical retrieval protocols (BM25)
  • Engineering Rigor: Proven familiarity with test-driven development (TDD), automated code linting, and structured pull-request workflows inside Git or Azure DevOps
  • Nice to Have: Practical exposure to search relevance tuning, context re-ranking models, or processing technical/industrial documentation
  • Location Constraint: Must be physically located in Poland or Eastern Europe to maintain alignment with the co-delivery squad structure

What`s in it for you?

  • Strong community: Work alongside top professionals in a friendly, open-door environment
  • Growth focus: Take on large-scale projects with a global impact and expand your expertise
  • Tailored learning: Boost your skills with internal events (meetups, conferences, workshops), Udemy access, language courses, and company-paid certifications
  • Endless opportunities: Explore diverse domains through internal mobility, finding the best fit to gain hands-on experience with cutting-edge technologies
  • Flexibility: Enjoy flexibility – full remote working possibilities
  • Care: We’ve got you covered with company-paid medical insurance

About us:

At Ciklum, we are always exploring innovations, empowering each other to achieve more, and engineering solutions that matter. With us, you’ll work with cutting-edge technologies, contribute to impactful projects, and be part of a One Team culture that values collaboration and progress.
With delivery centers in Wrocław and Gdańsk, our 300+ professionals in Poland drive forward-thinking solutions for global clients. Join a community where collaboration sparks innovation—and your impact reaches millions.

Explore, empower, engineer with Ciklum!

Interested already? We would love to get to know you! Submit your application. We can’t wait to see you at Ciklum.

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