Testing LLMs with Elixir

This article explores the complexities of testing LLM (Large Language Model) outputs using Elixir. The author discusses the challenges presented by the nondeterministic nature of LLM outputs and presents strategies to evaluate these outputs effectively. Techniques such as Basic Evals for structured outputs and Model-graded Evals for unstructured outputs are showcased, providing insights into integrating LLM tests with Elixir code. Additionally, the article provides a step-by-step guide on configuring and implementing tests, ensuring robust and reliable LLM deployments. The author emphasizes real-world application, sharing practical examples and code snippets to illustrate the concepts discussed.

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