Explore practical testing articles. Browse 2 hands-on guides for developers building production AI systems, architecture, and modern engineering workflows.

How to turn failing production agent traces into hermetic CI regression tests. Tracely vs Langfuse, LangSmith and Promptfoo, with the replay pattern.

Compare Langfuse and Promptfoo for LLM testing and observability. Tracing, evals, red teaming, and cost — choose the right tool.