About the role

You will design and execute automated test suites to validate AI-generated documentation and verify data pipeline integrity across complex knowledge graphs. Additionally, you will collaborate with AI/ML and data engineers to build evaluation frameworks that track output quality and pipeline performance.

What they look for

Automation QA Python PyTest Neo4j Cypher Qdrant Vector search LLM testing Data pipeline testing ETL testing Docker Git REST API CI/CD NLI validation AST parsing

Requirements

Candidates must have 3+ years of experience in automation QA with a focus on backend systems, data pipelines, or AI applications. Proficiency in Python, test frameworks, and database querying (Neo4j/Qdrant) is mandatory.

Benefits

Premium medical package MyBenefit cafeteria platform Internal events Udemy access Language courses Company-paid certifications Internal mobility Flexible working

Full description

Ciklum is looking for an Automation QA 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 Automation QA Engineer, become a part of a cross-functional development team engineering experiences of tomorrow.

Project Description:

The Legacy Code Semantic Documentation Project is a 26-week enterprise initiative for a global industrial automation leader. The primary objective is to engineer an automated, AI-assisted pipeline to generate structured, system-level Markdown documentation directly from an undocumented ~400K LOC codebase (spanning IEC 61131-3 languages and ANSI C/C++).

Operating within a dedicated, zero-data-egress secure tenant, the technical architecture combines Tree-sitter AST parsing, Neo4j knowledge graphs, Qdrant vector search, and self-hosted open-weight LLMs (Llama 3.1 / Mixtral family) with NLI-based validation. Delivery is structured across 7 work packages executing over a 6-month period, governed by strict contractual KPIs: ≥95% code coverage, ≥92% NLI-verified factual precision, and ≥90% SME validation acceptance. All outputs align with EU Cyber Resilience Act (EU CRA) requirements for SBOM and source-level traceability.

Responsibilities:

AI Output Quality Assurance: Design and run automated test suites to validate non-deterministic LLM-generated documentation against code source truth and strict NLI accuracy thresholds
Data Pipeline Validation: Verify state consistency, schema integrity, and data transformation accuracy across batch executions in Neo4j knowledge graphs and Qdrant vector databases
Regression & Evaluation Testing: Build automated test frameworks to track output quality drift, hallucination rates, and pipeline performance across code releases
Test Dataset Management: Create and maintain evaluation baselines ("golden datasets") to continuously benchmark LLM prompt outputs and retrieval accuracy
Cross-Functional Collaboration: Partner closely with Senior AI/ML Engineers and Data Engineers to define automated acceptance criteria, defect logging, and pipeline health checks

Requirements:

Professional Experience: 3+ years in Automation Quality Assurance (AQA) with a heavy focus on backend systems, complex data pipelines, or AI-driven applications
Mandatory Domain Experience:• Direct experience testing AI/LLM outputs (evaluating non-deterministic generated text, confidence scoring, and NLI assertion logic)
Direct experience in data pipeline & ETL testing (verifying batch processing, schema integrity, and data transformations)

Automation & Scripting: Advanced proficiency in Python and test frameworks such as PyTest
Database & Querying Skills: Hands-on experience writing queries to inspect graph databases (Neo4j/Cypher), vector search stores (Qdrant), or SQL databases
Engineering Standards: Proficiency with Docker, Git, REST API automation, and integrating tests into CI/CD pipelines
Language: Professional proficiency in English (B2+/C1)

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 premium medical package through Luxmed
Benefits: 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.

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