哎，Kimi 啊，我已经不知道还能说啥了。 又来个新客服加我微信，说给我加急退款，然后恳请删帖。

这个 Kimi API 平台客服，先是说关掉账号后，才能给退款。账户关完后，又告诉我订单超过期限，钱不给退了... 我现在账号也没了，钱也没了😅

I'm slowly starting to get why DeepSeek doesn't offer a subscription. They actually care about transparency and giving you a solid experience without that feeling of getting scammed like you do with Kimi or Zai.

寻找 平台工程/AI+基础建设/开源项目 相关方向工作 #X直聘 Linux Kernel贡献者，NixCN Conf主办/组织者，平台工程/基础设施建设 5+年，全栈开发 3年，大语言模型及视觉模型研究，Foundation模型相关开发，软硬件及人机交互系统设计 远程优先/初创/上海/海外/小团队 个人网站：sne.moe 个人仓库：forge.asnk.io/sugar GitHub：github.com/SugarNekoE

寻找 Platform / Infrastructure / SRE 方面的机会～ #X直聘 我是谁：三年全栈/平台开发/基建经验，热爱并追求确定性、声明式、可复现系统，擅长发现和解决流程中的摩擦与痒点。Nixpkgs package maintainer，NixCN 线下活动志愿者/讲者。 我想找：远程优先/ 上海，气氛和谐、小而美的团队。 个人网站：nvirellia.im GitHub：github.com/pelikanade 简历为脱敏版，有意请私信联系～

Kimi 这真的是，只能说是家垃圾公司，刚在 12315 跟黑猫上都投诉了。

当时K3出来的时候，我感觉被诈骗， 找客服退款根本没人理， 后来打了北京的12345之后， 才有一个语气特别高傲的姐们打电话问我：“你想怎样？”， 我说我要退款，然后对面花了三秒钟不到就特别不耐烦地说七个工作日退款，然后直接挂了电话。 这个体验和我另外一个朋友作为合作方被恶心的体验是高度重合的。 如今这个事情被炒起来，我觉得 @Kimi_Moonshot 一点都不冤。 哦，如果你发现想退款客服不理你，请直接拨打010-12345🤡

UNLOCK 2X TENSOR SPEED ON YOUR RTX 4090. NVIDIA literally cut Ada tensor cores in half out of the factory. Not missing hardware. Software throttled. A new Linux kernel module just bypassed it: RTX 4090 BF16 math: 165 -> 331 TFLOPS RTX 4070 Ti SUPER: 95 -> 190 TFLOPS Same card. Same power cap. Exact 2x jump on register-resident tensor issue rate. Repo in reply!

LiteLLM 官方公布调查结果，黑客利用未失效主密钥获取权限，致使恶意版本一度上线。 按官方复盘，今年 5 月内部主密钥误传到公开仓库后漏了吊销。黑客在 10 月借此拿到不受二次验证限制的令牌，并在 10 月 21 日把软件构建源掉包成仿冒仓库，绕过防护完成发版。 官方称，平时发版须经办公室物理设备上的账号批准，本周临时放宽为任意两名工程师即可。事发后官方已移出全部成员，并按密钥全部泄露的标准注销了所有系统令牌。 官方目前已锁定公共仓库不再发布，此前部分假设被证实不准，改进方案将于下周公布。 docs.litellm.ai/blog/securit…

kimi 现在主要还是得解决推理性能问题啊，模型这么强，全村最能打的。就是价格太贵，我都提不起尝试的欲望。

Kimi K3.1 Pro launches at 4th on the Artificial Analysis Intelligence Index scoring 55, making large gains in agentic performance; it will be the leading open-weights model once its weights are published @Kimi_Moonshot's new reasoning model gains 11 points over Kimi K3 (max, 44). It trails only Claude Opus 5.5 (max with fallback, 58), Claude Sonnet 5.5 (max with fallback, 56), and Muse Wonder Full (max, 56) on the Intelligence Index. Once the weights for K3.1 Pro are released it will be the highest-scoring open weights model and the gap between the leading open weights and proprietary models on the Intelligence Index will narrow from 12 points to 3. Key results: ➤ Large gains in agentic performance: Kimi K3.1 Pro scores 3rd on GDPval-AA with 1,846 Elo, up 312 Elo from Kimi K3, behind only Claude Opus 5.5 (1,866 Elo) and Muse Wonder Full (1,857 Elo). Kimi K3.1 Pro also achieves the highest score of any model on Terminal-Bench 4.0. K3.1 Pro scores 67%, up from 13% for Kimi K3 and ahead of Claude Sonnet 5.5 (64%). AutomationBench-AA, which tests agentic SaaS workflows, rises from 58% to 73%. ➤ Gains in other evals are more moderate: Humanity's Last Exam rises from 47% to 52%, CritPt from 23% to 25%, and SciCode from 59% to 61%. AA-Omniscience Index rises from 20 to 30, as the hallucination rate falls from 53% to 44% and accuracy rises from 48% to 51%. ➤ Cost per Task roughly equal to Kimi K3 at $1.98 per Task: K3.1 Pro uses 55K output tokens per Intelligence Index task, 14% more than Kimi K3 at 48K, while its first-party token prices are 33% lower. Additional model details: ➤ Context window: 1M tokens. ➤ Size: 2.8T total, 104B active parameters ➤ Input modalities: Text and image ➤ Weights and license: Weights currently not published, Moonshot is expected to release the weights soon after launch ➤ Pricing: $2/$10/$0.20 per 1M input/output/cache hit tokens, 33% lower than Kimi K3 on all three rates. Congratulations to the team at @Kimi_Moonshot on the release!

Introducing Kimi K3.1 Pro: our most capable 3T-class open-weight model. 🔹 1M-token context, 2.8T total / 104B active params (MoE), Multimodal. 🔹 Full-project coding: games in Unreal, Unity & Godot. 🔹 Excels at parametric 3D modeling in Blender & CAD. 🔹 More reliable at finance work: Accurate modeling with hallucination down by 65%. 🔹 Matching the strongest proprietary models across coding, agentic and knowledge benchmarks. Kimi K3.1 Pro and K3.1 Pro Highspeed (2–3× faster) are now live on Kimi.ai, Kimi Work, Kimi Code, and the Kimi API. Open weights by Nov 4, 2026. 🔗 API: platform.kimi.ai 🔗 Tech blog: kimi.ai/blog/kimi-k3-1-pro

这么说吧，eMudhra 私钥泄露对于搞逆向的人来说，差不多等于时光宝盒加上万能钥匙。 DigiNotar 当年被攻破只是调用签名设施签署了大量假证书而已，应该是密钥本身在 HSM 设备上没办法导出。现在私钥泄露了，等于说可以随意拿 2026 年铸的剑，去斩过去十多年的老设备。