LangSmith now supports fast, easy-to-use APIs to find few shot examples from your datasets, which you can use to improve your LLM applications without finicky prompt engineering.

You can index dataset examples in one click and dynamically select the most relevant few-shot examples based on user input, optimizing performance for complex apps.

Sign up for the closed beta: https://bit.ly/langsmith-datasets-fewshot-beta

Read more in the blog post: http://blog.langchain.dev/dynamic-few-shot-examples-langsmith-datasets/