DeepEval: Guide to Testing Your LLM Applications

A practical crash course on DeepEval — the pytest-style evaluation framework for LLMs. Covers installation, all core metrics, G-Eval for custom criteria, RAG evaluation, synthetic dataset generation, and CI/CD integration.

#LLM Evaluation #DeepEval #Machine Learning #Generative AI #Python #Quality Engineering #QE

Contract Testing vs API Automation — A Pragmatic View

A balanced, non-ideological look at when contract testing helps, when it adds overhead, and how it complements API automation in real systems.

#contract-testing #api-automation #test-architecture #quality-engineering #integration-testing

RequestSpecification in Rest Assured: Small Feature, Big Design Signal

A practical, friendly deep dive into RequestSpecification in Rest Assured—why it’s underused, what teams lose by ignoring it, and how a simple reference repo structure helps tests age well.

#Rest Assured #RequestSpecification #API Testing #Test Automation #Java Testing #Quality Engineering

Team Git Policy: Short, Practical, and Safe

A simple Git policy you can share with your team to avoid broken history, reduce stress, and keep collaboration smooth.

#Git #Version Control #Engineering Culture #Developer Workflow