Writing & Insights

User simulation provides a useful tool for testing chatbots at scale. Learn how LLMs can generate synthetic user interactions to identify issues, while understanding the clear limitations that make it a complement to human testing.

Learn how to design LLM applications that optimize for learning in production, using golden datasets, clear decision frameworks, and aggressive monitoring to handle nondeterministic outputs.

How AI tools are transforming technical interviews and what engineering leaders should consider when designing their interview process.