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🚀 Today we're launching agentic triage in @roboto_ai. Roboto Agents can now review every robot log the moment it arrives and open labeled issues in #Jira#, #Linear# or #GitLab# with supporting evidence attached. It’s the first line of defense that every #robotics# team needs. Failure modes and anomalies are detected automatically. The runs that warrant escalation get surfaced. You can spend more time improving your system instead of debugging the same issue for the fifth time. Robotics teams often underestimate how high the support burden will be once they start putting robots into the field. A robot that's 99% reliable sounds great until you deploy 100 of them. Suddenly you're dealing with failures every day. The statistics catch up quickly. Tomorrow’s issues are already sitting in today’s logs - but nobody has time to review them. So you wait for a customer to complain instead. That’s a huge business risk. Agentic triage gives you the tools to find issues before your customers do. We’ve been testing this with select engineering and field support teams collecting #ROS# bags, #MCAP# and #PX4# ULG files over the past few months. They think it rocks, and they’ve discovered and fixed some surprising issues before anyone noticed. Today is day 2 of #AgentWeek#, and it's live now. If you want to try agentic triage on your own data, reach out or check out our blog post below. #PhysicalAI# #Triage# #Agents# @OpenRoboticsOrg @PX4Autopilot @NVIDIARobotics

前身是阿里集团内部官方 AI 代码审查助手，过去两年服务了数万开发者，识别了数百万个代码缺陷。 现在它开源了：Open Code Review。 它不是让 AI “随便看一眼 diff”，而是把 AI Code Review 工程化。 它能读取 Git diff，结合上下文分析代码变更，生成带行级定位的结构化审查意见。 对开发者：提 PR 前先自查，少返工。 对 Reviewer：少看低级问题，把精力留给架构和业务逻辑。 对团队：可以沉淀规则，接入 GitHub Actions / GitLab CI。 一句话： 它不是取代人类 Review，而是让团队代码审查更省力、更稳定、更有价值。 GitHub：

GitLab has apparently taken down the Nightmare-Eclipse account just days after the researcher moved there following the GitHub ban. The drama started after Nightmare-Eclipse released several Windows exploits and Defender bypass tools, including BlueHammer, RedSun, and UnDefend. GitHub removed the account earlier this week over concerns that the tools could be misused and weaponized. Security company Huntress says some of the tools have already been seen in real-world intrusion cases, showing how quickly proof-of-concept research can end up being used in actual attacks.

Security researcher Nightmare Eclipse, who has shared several zero-day vulnerabilities, had their entire GitHub account and all repositories taken down. They have now moved everything to a new GitLab profile at In a signed message on their blog, they accuse Microsoft of defaming them, mishandling vulnerability reports like CVE-2026-45585, revoking their MSRC access, and quietly patching issues without collaborating. They point to July 14 as an important date when they may release more documents or take things further. The post also mentions two other vulnerabilities called UnDefend (CVE-2026-45498) and RedSun (CVE-2026-41091).

AIが大量のコードを生み出す時代。 脆弱性も、同じ速度で増えていく。 次世代の解決策を、GitLabと考えませんか？ オンラインイベントTranscend Japan 📅 6/18（水）13:00〜 開催

Valve has released free official CAD files for the outside case of its new Steam Controller and the Puck charging stand and this makes it much easier for people to create mods and accessories. You can download them now on GitLab and they include ready-to-use 3D models plus clear drawings that show important areas you must not cover such as the antenna lights and ports. The files use a Creative Commons license that lets you share and change the designs with credit but only for non-commercial use and Valve says they cannot wait to see what the community makes.

VideoLAN has released a new open-source tool called dav2d. It is a CPU-based decoder for AV2 video, AV2 is the next open video format after AV1 and promises better compression and higher quality. dav2d is based on VideoLAN’s popular dav1d decoder for AV1, works on many platforms and focuses on being fast and correct. The code is now public on VideoLAN’s GitLab site. This is an early project because the full AV2 standard is not finished yet.

今天 HackerNews 最高赞的故事, 听起来是个传奇啊， Sid GitLab 联合创始人兼前 CEO，45 岁的时候在健身时出现剧烈胸痛，检查是罕见的骨癌：骨肉瘤，T5 椎体处有一个 6 厘米肿块。 一开始是所有常规治疗手段手术切除癌变椎体，并用钛架融合脊柱，随后进行立体定向放疗高强度化疗（期间输血 4 次）、质子束治疗。 癌症复发后，标准治疗已无路可走，医生让他回家去吧。 Sid 没有放弃，他辞去 GitLab CEO 职务，决定自己主导治疗，开启自己身体的 Founder Mode，像创办公司一样全力以赴对抗癌症。 他组建团队，进行最大化诊断（单细胞测序、ctDNA 微小残留病检测、类器官模型等），并行尝试开启多种实验性疗法。 这些治疗组合之后，Sid 的癌症进入了缓解状态，他恢复了高能量，创办了新软件公司 Kilo Code，同时管理风投基金和慈善基金会，并与妻子 Karen环游世界。 他还留下了他自己骨肉瘤数据建立的公开网站： 总数据量约为 25TB，涵盖从诊断到治疗全过程的多种组学和影像数据。 这个故事怎么说呢？一方面是有钱真好，一方面是这个人行动力太强了，没有靠被动等待奇迹，而是像创办公司一样“打仗”——这对普通人最大的价值在于：在力所能及范围内，尽量多拿信息、多并行选项、多为自己负责，而不是完全把命交给标准流程。

GitLab is reporting up to 100x less memory used and 2.6x faster builds (2.5m to <40s) with rolldown-vite, without even fully enabling native plugins 🤯