📄 中文摘要
构建可靠的LLM代理非常困难，常常在测试中表现良好，但在生产环境中却失败。调整提示可能解决一个问题，却引发其他问题。Opik是Comet开发的开源平台，旨在为LLM开发带来系统性的评估和优化。通过Opik，开发者可以更有效地构建智能代理，克服传统测试在非确定性输出和多步骤推理等方面的挑战。
Opik: 你的智能代理黑匣子飞行记录仪
出处: Opik: Your Agent's Black Box Flight Recorder
发布: 2026年2月14日
📄 English Summary
Opik: Your Agent's Black Box Flight Recorder
Building reliable LLM agents is a significant challenge, often performing well in tests but failing in production. Tweaking prompts may resolve one issue but create others. Opik, developed by Comet, is an open-source platform designed to bring systematic evaluation and optimization to LLM development. It helps developers build better agents by addressing the unique challenges of traditional testing, such as non-deterministic outputs and multi-step reasoning.