
Automation QA Engineer (4099)
Ciklum
- Місто:
- Львів
- Формат:
- повний remote
- Джерело:
- jobs.dou.ua
Що робити
- 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
Що очікуємо
- 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
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