Additional Resources

📄️ Extending Datasets

If you're starting to prototype a new chain or agent, you may not have much data to use to check how the component will behave. Simulating data and using LLMs to augment your dataset can help you kickstart your development process. Below are a couple of approaches you could adapt to your use case.

📄️ Recommendations

This conceptual guide shares thoughts on how to use testing and evaluations for your LLM applications. There is no one-size-fits-all solution, but we believe the most successful teams will adapt strategies from design, software development, and machine learning to their use cases to deliver better, more reliable results.