Discussion on "Your Spring AI tests are slow, flaky, and cost money. Here's how to make them deterministic."

Rıfat Çakır · 2026-08-11T11:01:29.671Z

You wire up Spring AI, the ChatClient fluent API feels great, your feature works. Then you sit down to write a test — and every good option is bad. A test that calls a real model is: Slow. A hosted c

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Your Spring AI tests are slow, flaky, and cost money. Here's how to make them deterministic.

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