{"type": "article", "title": "How to Test a Nondeterministic LLM Application", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/how-to-test-a-nondeterministic-llm-application", "original_source": "https://www.vincentschmalbach.com/test-nondeterministic-llm-application/", "published": "2026-08-11T11:25:54+00:00", "accessed": "2026-08-11", "id": "how-to-test-a-nondeterministic-llm-application"}