AI-assisted QA
AI-Assisted Test Case Generation
How AI-assisted QA can support test ideas, edge cases, documentation and review workflows without replacing engineering judgment.
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Practical engineering notes preserved from Aksiandr's earlier technical library.
Articles are currently available in English.
API testing
API Testing Strategy for Backend-Centric Systems
A practical guide to API testing strategy for backend-centric systems, including contracts, schemas, edge cases and regression automation.
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Data Validation in Reporting Platforms
A practical QA guide to database checks, source-to-report comparison, data consistency and automation for reporting platforms.
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Python Automation for POS and Data Systems
Why Python automation works well for POS workflows, backend validation, API checks, reporting accuracy and data-driven QA systems.
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QA in AWS Environments
How QA changes in AWS environments: configuration risks, deployment checks, logs, diagnostics and cloud regression strategy.
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Regression Strategy for Transaction-Critical Systems
How to design risk-based regression testing for transaction-critical systems where random test repetition is not enough.
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Testing Restaurant POS Systems Beyond the UI
A practical QA automation article on restaurant POS testing, transaction flow validation, backend checks, reporting accuracy and regression coverage.
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