{"type": "article", "title": "Your Spring AI tests are slow, flaky, and cost money. Here's how to make them deterministic.", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/your-spring-ai-tests-are-slow-flaky-and-cost-money-here-s-how-to-make-them", "original_source": "https://dev.to/rifatcakir/your-spring-ai-tests-are-slow-flaky-and-cost-money-heres-how-to-make-them-deterministic-1og7", "published": "2026-08-11T10:07:48+00:00", "accessed": "2026-08-11", "id": "your-spring-ai-tests-are-slow-flaky-and-cost-money-here-s-how-to-make-them"}