I don't really know why, though.

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EVOTEST is an evolutionary test-time learning framework that improves an agent across episodes without gradients or fine-tuning. It evolves the entire agentic system between attempts by rewriting ...

Since this is a pytest plugin for testing, install it as a dev dependency in your Home Assistant configuration repository.