describe('articles')
Testing with AI, and testing AI: agents, LLMs, test generation, evaluation.
Two critical PHP flaws, spotted as early as 2024 but never fixed. This is not only a security story: it is the cost of QA that checks features and neglects non-functional quality. And a lesson in what AI really changes.
An AI agent never answers exactly the same way twice. Here is how to build a first test strategy that holds up: scenario sets, evaluation criteria, guardrails and regression testing.
When you can no longer compare word for word, you can ask an LLM to grade the answers. Powerful, but full of traps: here is how to use it without fooling yourself.
