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已获 1 万票支持：乐高 iMac G3 提案进入候补审查状态
乐高粉丝用半透明蓝积木复刻经典iMac G3，造型细节神还原，获万票支持有望成为官方套装！
IT之家 7 月 15 日消息，乐高（LEGO）昨日（7 月 14 日）发布公告， 宣布在 LEGO Ideas 平台的 iMac G3 提案进入 Parking Lot 状态，仍有机会成为官方套装。 LEGO Ideas 是乐高运营的创意众筹平台，支持全球用户提交原创积木套装设计方案。当方案获得至…
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DeepMind CEO calls for an independent standards body to regulate frontier AI
DeepMind CEO呼吁设立独立标准机构，对前沿AI进行自愿审查并可能转为强制要求，引发行业监管新思考。
DeepMind CEO Demis Hassabis is proposing an AI "standards body" modeled after FINRA, to test frontier models and develop best practices for their rele…
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GitHub Is Capping the AI Pull Request Flood
GitHub开始限制AI生成的大量拉取请求，开发者需警惕滥用自动化代码提交的风险。
Article URL: https://www.vincentschmalbach.com/github-capping-ai-pull-request-flood/ Comments URL: https://news.ycombinator.com/item?id=48920793 Point…
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Show HN: Themis – Self-hosted AI code reviews with your own keys and models
自托管AI代码审查工具，支持自有模型和密钥，提升代码质量与效率
Hey HN, I wasn't happy with the code review tools we use at work and on my side projects. Noisy, reviews in surface, expensive (overkill for sides). S…
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Show HN: R3 – A Local Code Review Tool for You and Your AI Agent
让本地代码审查更高效，你与AI代理共同审阅diff与文档，跟踪每条评论直至解决。
I built r3 to scratch my own itch when reviewing long design doc and planning doc from AI. The chat interface is inherently bad at tracking multiple p…
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Show HN: Free open source AI+SAST code review tool for GitHub Actions
在GitHub Actions中集成免费的AI+SAST代码审查工具，提升代码质量与安全。
Article URL: https://hub.docker.com/r/kirill89/reviewcerberus Comments URL: https://news.ycombinator.com/item?id=48851684 Points: 1 # Comments: 0
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Show HN: Code Review Enviornment for the Modern Era
在PR之前交互式审查代码变更，按git状态分组并支持直接暂存操作，注解驱动智能代理
Plannotator opens a local diff viewer (git, jj, p4). You annotate lines, tokens, or comment on files, and when you're done they feed straight into you…
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A Preliminary Study on Explaining Risk of Code Changes using LLM-Based Prediction Models
用LLM解读代码变更风险，这项研究为代码审查提供可解释的智能辅助。
arXiv:2607.02782v1 Announce Type: cross Abstract: Predictions by machine learning (ML) and artificial intelligence (AI) models are often received skep…
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市场监管总局将开展公平竞争审查抽查
记者今天（7日）了解到，公平竞争审查制度积极有效地发挥了促进市场公平竞争和保障全国统一大市场建设的重要作用，市场监管总局近期将组织开展2026年度公平竞争审查抽查，指导各地做到“应审尽审”“凡审必严”。对重点领域开展专项抽查，统筹运用抽查、约谈、通报等监管工具，切实强化公平竞争审查刚性约束。各地市场…
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Show HN: Quiet Sky, a weather app built for privacy
专为隐私打造的天气应用，不追踪位置，不收集个人信息，代码开源可审查
Hi, all. I wanted to share an app and privacy proxy I made. I'd appreciate your feedback and thoughts. I've been frustrated for years by the fact that…
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中央网信办出手整治 AI 应用乱象：清理违法违规信息 600 余万条，华为、阿里加强管控
网信办严查AI乱象，清理违规信息超600万条，华为、阿里同步加强管控。
IT之家 7 月 6 日消息，中央网信办今日发文称，“清朗 · 整治 AI 应用乱象”专项行动自 2026 年 4 月启动以来，中央网信办聚焦 未按规定履行大模型备案登记义务、AI 平台安全和审核过滤能力不足、AI 数据投毒、生成合成内容标识落实不到位 等 AI 应用乱象，部署各地网信部门深入推进第…
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Show HN: Diffy – browser extension for faster GitHub PR review experience
开源GitHub PR审查扩展，全屏diff、文件树搜索等丰富功能，让大PR浏览更高效。
I built diffy, a browser extension that improves GitHub PR review experience and even works on large PRs. It gives you a full-screen scrollable diff w…
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Show HN: Open-source guided code reviews
开源引导式代码审查利器，支持PR与本地变更，可集成智能体实现自动化迭代。
https://xcancel.com/plannotator/status/2073845811847512372?s... https://github.com/backnotprop/plannotator Plannotator Code Review works for any local…
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Show HN: AI-powered code review tool
开源AI代码审查工具，自动分析Git分支差异，揪出N+1查询和性能瓶颈。
Article URL: https://github.com/Kirill89/reviewcerberus Comments URL: https://news.ycombinator.com/item?id=48787451 Points: 2 # Comments: 0
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Show HN: Codex-review – a read-only cross-model review skill for Claude Code
跨模型代码审查技能，为Claude Code提供只读协作体验，提升AI编程协作效率。
Article URL: https://github.com/shimo4228/codex-review Comments URL: https://news.ycombinator.com/item?id=48791474 Points: 1 # Comments: 0
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AI Dev Weekly #17: Sonnet 5, GPT-5.6 Government-Gated, Fable 5 Returns, Claude Code Spying
GPT-5.6预览竟需美国政府点头，OpenAI此举引发行业热议
AI Dev Weekly is a Thursday series where I cover the week's most important AI developer news, with my take as someone who actually uses these tools da…
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破天荒！DeepSeek V4正式版居然要涨价，而且翻着倍地涨
DeepSeek V4正式版翻倍涨价，高峰时段调价引争议，但百万上下文体验不佳且出现“过度标记”问题，开发者反馈真实代码审查中误报频发。
好消息是V4正式版能力有升级
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OpenAI Has New AI Models. Here’s Why You Can’t Use Them
OpenAI发布新AI模型却无法使用？揭秘白宫安全审查的幕后博弈。
The White House asked OpenAI to delay the rollout of its GPT-5.6 AI models, two weeks after Anthropic had to take its most advanced AI models offline.
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Show HN: Verity – self-healing review gate for Claude Code
Claude Code的自愈审查门，让每次代码运行都自动修复，只放行干净安全代码，内置记忆更省钱
Hi folks, We built what we think the next generation of code review looks like. It's an adversarial, self-healing gate for coding agents that repairs …
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The Download: brain-melting heatwaves and unprecedented OpenAI restrictions
特朗普政府要求OpenAI限制GPT-5发布，极端热浪冲击大脑健康，还有濒危物种生物库建设，科技与政策交织的今日要闻。
This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. …