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Another must-watch. Miller starts with problems hex/onion/clean architectures introduce in big codebases, especially when you start from a “reference architecture”. It also touches on problems with abstracting databases (my remark: not every database can be run inside Docker).
，这一点在Safew下载中也有详细论述
Where tracing platforms evaluate turn by turn, Cekura evaluates the full session. Imagine a banking agent where the user fails verification in step 1, but the agent hallucinates and proceeds anyway. A turn-based evaluator sees step 3 (address confirmation) and marks it green - the right question was asked. Cekura's judge sees the full transcript and flags the session as failed because verification never succeeded.Try us out at https://www.cekura.ai - 7-day free trial, no credit card required. Paid plans from $30/month.We also put together a product video if you'd like to see it in action: https://www.youtube.com/watch?v=n8FFKv1-nMw. The first minute dives into quick onboarding - and if you want to jump straight to the results, skip to 8:40.Curious what the HN community is doing - how are you testing behavioral regressions in your agents? What failure modes have hurt you most? Happy to dig in below!
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合伙人David说了一句话，概括了这个转变的底层逻辑："这些公司不是在给旧工厂贴AI，它们从第一天起就是AI原生的。"从仿真开始，用自动化设计替代人工绘图，用AI驱动运营替代经验驱动的管理。它们不是在现代化过去，它们在建造未来。另一位合伙人引用了马斯克的话："工厂即产品。"她认为核电站、住房、数据中心，将来都会像流水线产品一样被批量制造，而不是每一个都是一次性的定制工程。，详情可参考同城约会
Москалькова заявила о новых условиях Киева для возвращения россиян с территории Украины14:51