Summary
✨ AI‑Generated
A technology organization is seeking an expert Python engineer to provide architectural leadership for an advanced AI retrieval pipeline. Responsibilities include tuning re-rankers, improving grounding and citations, supervising engineering work, and designing an architecture for code-focused retrieval using AST-aware semantic chunking, particularly for complex automation code.
Highlights
Serve as a key architectural authority on advanced AI engineering, lead strategy for retrieval and ranking improvements, and shape architecture for code-focused retrieval systems. The role offers significant technical leadership within a cross-functional engineering environment.
Description
Job Description
Ciklum is looking for an Expert 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 an Expert Python Engineer, become a part of a cross-functional development team engineering experiences of tomorrow.
Position Overview
Act as the primary architectural authority for the AS Copilot RAG pipeline upgradeLead the overall strategy for tuning re-rankers, grounding, and citation efforts, while providing high-level supervision to the engineering teamDesign the overarching architecture for custom "Code-RAG" development, specifically focusing on AST-aware semantic chunking for industrial automation codeEnsure all AI components are architected to be delivered securely as Python source code directly into the client’s Azure DevOps environment
Responsibilities
Pipeline Strategy & Evaluation: Oversee comprehensive RAG pipeline audits, establish critical baseline KPIs, and dictate robust evaluation frameworks using tools like RAGASAdvanced Retrieval Architecture: Define the approach to tune cross-encoder rerankers on Azure ML and design the architecture for multi-turn grounding and claim-level citation frameworksCode-RAG Leadership: Architect custom tokenization and semantic chunking strategies for IEC 61131-3 structured text, avoiding generic tokenizers that destroy function block semanticsEngineering Oversight: Ensure the delivery of clean, production-grade Python code, oversee architectural code reviews, and provide high-level technical direction to senior and mid-level implementation engineersClient Collaboration: Work directly within the client's SAFe cadence, driving joint architectural decisions and ensuring continuous knowledge transfer
Requirements
Background: Strong background in Computer Science, Machine Learning, Data Science, or a related technical field at an architectural levelAI/NLP Expertise: Deep, practical experience and architectural mastery over Large Language Models (LLMs) and advanced Retrieval-Augmented Generation (RAG) architecturesTechnical Stack: Highly proficient in Python.
Expert-level experience designing systems with PostgreSQL, pgvector, and hybrid search strategies (BM25 + dense) is requiredCloud & MLOps: Hands-on, architectural-level experience with the Azure ecosystem, specifically Azure OpenAI, Azure Machine Learning, and Azure DevOpsEvaluation Frameworks: Deep familiarity with LLM evaluation methodologies and tools like RAGAS, DeepEval, or custom Python test harnessesCode Parsing: Extensive exposure to Abstract Syntax Trees (AST) or custom grammar parsing for code-generation use cases is highly desirableSoft Skills: Effective problem-solving mindset, capable of high-level client-facing technical leadership, and comfortable working in an embedded, co-delivery partnership
What’s in it for you?
Strong community: Work alongside top professionals in a friendly, open-door environmentGrowth focus: Take on large-scale projects with a global impact and expand your expertiseTailored learning: Boost your skills with internal events (meetups, conferences, workshops), Udemy access, language courses, and company-paid certificationsEndless opportunities: Explore diverse domains through internal mobility, finding the best fit to gain hands-on experience with cutting-edge technologiesFlexibility: Enjoy flexibility – full remote working possibilitiesCare: We've got you covered with company-paid premium medical package through LuxmedBenefits: Access the MyBenefit cafeteria platform, allowing you to choose perks that best suit your lifestyle and needs
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.