标签： Gemini

借助会话追踪与成本控制排查 AI 智能体故障

借助会话追踪与成本控制排查 AI 智能体故障

StackGen 首席工程师 Sabith K Soopy 在 8 月 4 日发布的 CNCF 博文中，分享了用会话追踪（Langfuse）和成本控制来排查 AI 智能体故障的生产经验——智能体反复调用错误工具时往往不会触发传统可用性告警，需要专门的观测手段才能定位问题。

New updates in @Gemini_Notebook for students, my 2 favorites: 1) Have a live, spoken Q&A with your class materials in ~100 languages 2) Record lectures and notes on the go, the audio notes save automatically into your…

New updates in @Gemini_Notebook for students, my 2 favorites: 1) Have a live, spoken Q&A with your class materials in ~100 languages 2) Record lectures and notes on the go, the audio notes save automatically into your...

Google 的 Gemini Notebook 面向学生推出两项更新：可以与课程资料进行近百种语言的实时语音问答，并能随录随存讲座音频笔记。它把大模型的语音交互能力直接嵌入学习工作流，是 Google 争夺学生 AI 入口的一步。

I was not expecting things to go this way, but I think MCPs are better than CLIs for most integrations. The models have gotten much better at tool calling, we can defer tools & MCP is now stateless. If you need to…

I was not expecting things to go this way, but I think MCPs are better than CLIs for most integrations. The models have gotten much better at tool calling, we can defer tools & MCP is now stateless. If you need to...

开发者 Thariq 在 X 上提出一个与主流预期相反的观点：随着大模型工具调用能力提升、工具可以延迟加载、MCP 协议转向无状态，MCP 在多数集成场景中已经比 CLI 更合适。这值得关注，因为它触及 AI 应用接入外部工具的标准路线之争。

I just started using @capydotai with GStack/GBrain on some fix waves on outstanding issues/PRs and it did what would have taken a day with raw Codex/Claude Code in about half as much time, using the same frontier mode…

I just started using @capydotai with GStack/GBrain on some fix waves on outstanding issues/PRs and it did what would have taken a day with raw Codex/Claude Code in about half as much time, using the same frontier mode...

Y Combinator 总裁兼 CEO Garry Tan 表示，在 GitHub 上处理遗留 issue 和 PR 的"修复波次"时，把 Capy 与 GStack/GBrain 组合使用，在调用同一批前沿模型的前提下，把原本需要一天的工作压缩到约半天完成。

The Grok @bot team asked me if I had any advice for solopreneurs. I’ve only been doing this full time for three months, but my advice is to design your business so you can spend more time doing work you actually enjoy…

The Grok @bot team asked me if I had any advice for solopreneurs. I’ve only been doing this full time for three months, but my advice is to design your business so you can spend more time doing work you actually enjoy...

独立开发者 Peter Yang 在参与 Grok @bot 团队的一场直播活动时，被问到对“一人公司”（solopreneur）的建议，他给出的答案不是如何多赚钱，而是把业务设计成能让自己多花时间做真正喜欢的事，把无聊工作交给 AI bot 处理。

There’s a massive chasm between the power of AI models and the ultimate workflows that enterprises are trying to automate. This gap is the opportunity for the applied AI layer to fill. You need to connect the intellig…

There’s a massive chasm between the power of AI models and the ultimate workflows that enterprises are trying to automate. This gap is the opportunity for the applied AI layer to fill. You need to connect the intellig...

Box CEO Aaron Levie 在 X 上提出，大模型能力与企业实际要自动化的流程之间存在巨大鸿沟，这个鸿沟正是"应用 AI 层"的机会所在。他强调即使模型持续进化，这一层依然必须存在，甚至可能变得更重要。