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Testing LLM Applications

Testing LLM Applications: A Practical Guide for QA Teams

Testing LLM applications differs from traditional software testing in fundamental ways. A chatbot built on large language models produces different outputs for identical inputs. Regression tests that worked yesterday fail today without code changes. QA teams trained on deterministic systems struggle with non-deterministic AI responses. Gartner reports 85% of GenAI projects fail due to inadequate […]

Vitaliy Mikhailyuk

TypeScript best practices: common mistakes and how to avoid them

Why TypeScript? JS frameworks continue to grow in popularity, and TypeScript is a logical evolution of JS. Therefore, given the relevance of the topic and the author’s experience, we decided to share the next insights. TypeScript superpower Modern applications created with React, Angular, or Vue are often highly complex, and plain JavaScript alone can make […]

Oleksandr Pelykh