Москву накрыл туман

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2026-02-22 21:04:33 +01:00

对那些常年在外打工的迁徙者来说,微信家族群就像一个“线上家园”,能让他们随时了解家乡的动态,随时和亲人沟通交流,能让他们在异乡感受到家的温暖,也能让他们把对家人的思念传递回去。家族群里的每一条消息,都是亲人之间的牵挂;每一次互动,都是亲情的流动;每一张图片、每一个视频,都是家乡的印记,都能唤醒迁徙者内心深处的乡土记忆,也能让他们在悬浮的人生中,找到一丝心灵的归属感。

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Scenario generation + real conversation import - Our scenario generation agent bootstraps your test suite from a description of your agent. But real users find paths no generator anticipates, so we also ingest your production conversations and automatically extract test cases from them. Your coverage evolves as your users do.Mock tool platform - Agents call tools. Running simulations against real APIs is slow and flaky. Our mock tool platform lets you define tool schemas, behavior, and return values so simulations exercise tool selection and decision-making without touching production systems.Deterministic, structured test cases - LLMs are stochastic. A CI test that passes "most of the time" is useless. Rather than free-form prompts, our evaluators are defined as structured conditional action trees: explicit conditions that trigger specific responses, with support for fixed messages when word-for-word precision matters. This means the synthetic user behaves consistently across runs - same branching logic, same inputs - so a failure is a real regression, not noise.Cekura also monitors your live agent traffic. The obvious alternative here is a tracing platform like Langfuse or LangSmith - and they're great tools for debugging individual LLM calls. But conversational agents have a different failure mode: the bug isn't in any single turn, it's in how turns relate to each other. Take a verification flow that requires name, date of birth, and phone number before proceeding - if the agent skips asking for DOB and moves on anyway, every individual turn looks fine in isolation. The failure only becomes visible when you evaluate the full session as a unit. Cekura is built around this from the ground up.

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