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!
代码库：github.com/swc-17/Spar…
，详情可参考91视频
而据晚点报道，DeepSeek 在春节前后仅对现有模型进行了小幅升级，而外界关注的下一代旗舰版本 DeepSeek V4 则预计会在 3 月前后发布。
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放到全年来看，2025 年 MiniMax 来自 C 端的订阅收入同比增长 143.4% 至 5310 万美元，B 端的 API 接口收入同比增长 197.8% 至 2600 万美元。其中，C 端收入占比较上年降低 4.2 个百分点至 67.2%，B 端收入占比超过 3 成达 32.8%。