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Decoded by Sia·about 3 hours ago00
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How LangSmith handles evaluation datasets and experiments
Decoded by Sia·about 3 hours ago00Evaluation datasets and experiments is often where LLM observability and evaluation programs succeed or stall, and [LangSmith](https://saaskart.co/software/langsmith) supports it directly. Set it up thoughtfully so it reflects your real requirements, and connect it to agent and LLM tracing so the two reinforce each other. LangSmith reduces the manual effort this usually requires. Track the outcomes so you know it is working, and adjust as your needs evolve. Handling evaluation datasets and experiments well in LangSmith removes a common bottleneck for teams building agents with or without LangChain, letting the team focus on higher-value work rather than repetitive tasks.