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AI-to-AI Code Reviews of GitHub Pull Requests
AI 自动审查 GitHub 拉取请求，实证研究揭示效果与挑战
Article URL: https://arxiv.org/abs/2608.21311 Comments URL: https://news.ycombinator.com/item?id=49426227 Points: 1 # Comments: 0
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Brake problems in GM EVs draw greater federal scrutiny
GM电动车刹车问题再升级，联邦监管介入调查Lyriq等车型，车主反馈引发关注。
In one crash, the driver of a 2024 Blazer EV said they had to "deliberately steer the vehicle into a concrete curb" to slow it down and avoid a "catas…
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Buddy Visual Tests
合并前自动审查每个UI变动，让视觉回归测试融入开发流程，省心又可靠。
Every UI change, reviewed before merge Discussion | Link
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Prism Reviewer – Multi-agent AI code reviewer built with LangGraph and LiteLLM
多智能体自动审查PR，精准定位MAJOR与CRITICAL问题，LangGraph驱动的高效代码审查利器
Article URL: https://github.com/marketplace/actions/prism-reviewer-ai Comments URL: https://news.ycombinator.com/item?id=49408247 Points: 1 # Comments…
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Invite an AI to Look Upon Your Figma Designs
让AI帮你审查Figma设计，自动检查层级、间距、对比度与设计系统一致性，提升设计规范落地效率。
Who will look upon your work before the world does? Let it be an AI, quietly, inside Figma, reading each frame and pinning its honest thoughts to the …
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US government lab is probing Chinese lidar for security vulnerabilities
美国国家实验室审查中国激光雷达，自动驾驶供应链安全再成焦点。
The security review is being performed by the Idaho National Laboratory, and the research is being funded by a company -- or a group of companies -- i…
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Show HN: Circuit Breaker – Score Pull Requests
用论文算法给PR打分，提交前就能预判合并风险，省时省力。
Creation-time PR risk triage GitHub Action, based on Minh et al. MSR '26 (arXiv:2601.00753) Comments URL: https://news.ycombinator.com/item?id=4939113…
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Show HN: Diffview, a fast Git diff viewer written in Rust
用Rust打造的高速Git diff查看器，优先展示核心领域代码，让手动审查更高效。
Even with LLMs, I still like to review my code manually. However, I haven’t found a good visual diff viewer for this, so I wrote one myself in Rust. I…
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市场监管总局公布六起经营者集中审查助力整治“内卷式”竞争典型案例，涉腾讯收购喜马拉雅、TCL 中环收购一道新能等
IT之家 8 月 21 日消息，今年上半年，市场监管总局高效审结多起“内卷式”竞争问题突出领域的经营者集中案件，并于今日公布六起典型案例，涉及平台经济、光伏、锂电池、汽车零部件等行业。 此次公布的案例旨在展示反垄断审查如何通过提质增效、促进竞争，依法支持企业并购盘活资产、提升效率，维护公平竞争市场格…
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Does anyone find AI code review useful?
AI生成代码动辄千行，人工审查还有意义吗？一场关于人机协作边界的现实拷问。
I’m genuinely trying to understand the point of AI code review. Once an LLM generated change gets into a few hundreds or thousands of lines, a human r…
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Show HN: Flow – Claude Code CLI for feature planning → review/testing → merge
用 Claude Code 一条命令跑完 feature 规划、CI 检查、多智能体审查到合并，AI 开发流程神器。
Flow is my claude code supervisor for designing epics and shipping features really quickly. It was bootstrapped with itself so you can look at recent …
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Disney sues FCC and its chair, escalating fight against Trump's chief censor
迪士尼硬刚FCC，揭露特朗普审查黑幕，媒体巨头与政治权力的正面交锋。
FCC demands "total capitulation" in Trump censorship campaign, Disney suit says.
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Vetted AI code is hard to justify
AI写的代码能跑，但验证和吃透它的代价常常被低估，这篇亲身经历道出了AI编程的隐性成本。
Article URL: https://amoffat.github.io/blog/vetting-burnout.html Comments URL: https://news.ycombinator.com/item?id=49341368 Points: 1 # Comments: 0
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Ask HN: What tools are you using for human code review of AI-assisted code?
AI生成代码爆发后，人工审查成为质量关键，看开发者们如何守住最后防线。
A good proportion of us and our colleagues are now churning out agent-assisted code at an incredible rate, with some of it that is actually good, and …
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Ask HN: Does a human still review your code?
AI代码审查正取代人工？开发者热议Claude辅助审查的利弊与未来。
Most of the code I work on is for internal company use at a small company and for personal projects. After experiencing painful code review processes …
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How to Review AI-Generated Code with Multiple AI Agents
多模型交叉审查AI代码成新趋势，不同模型互查能揪出哪些盲区？一文讲透审查信息要点。
Having one model review code written by a model from a different family is becoming increasingly popular. You might build a feature with Codex, then a…
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How I Actually Use Claude as a Backend Engineer 🤖
后端工程师亲述 Claude 实战用法：不只生成代码，更要它解释推理过程，值得每一个用 AI 写代码的人学习。
For a while, I treated Claude like a fancy autocomplete — ask a question, paste the answer, move on. That approach worked, but it wasn't until I slowe…
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The Review That Praised the Bug: grading three LLM code reviews against the code
三款前沿大模型同台代码审查，逐条核对代码后谁在说真话？一份带评分卡的实测让人意外。
Article URL: https://mrjstickel.com/projects/review-scorecard Comments URL: https://news.ycombinator.com/item?id=49289220 Points: 2 # Comments: 0
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消息称美国 AI 网络安全审查机制未来很可能会覆盖前沿开源模型
美国AI安全审查或扩至开源模型，前沿门槛对标顶级闭源，开源治理风向要变
IT之家 8 月 13 日消息，外媒《连线》(Wired) 援引消息人士报道称，当前仅针对该国闭源模型的美国前沿人工智能模型网络安全审查机制 “几乎肯定”会在未来数月扩展至开源（开放权重）模型 。 据称 这里的“前沿”定义是与 Anthropic Claude Mythos 或 OpenAI GPT…
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Show HN: Nitpicler. I was quoted $1M for AI PR review – so I bulit it myself
百万美金报价的AI代码审查，他几行代码自己搞定，开发者必看。
Hi HN. I wanted an AI reviewer on every PR at work. Quotes came back around $1M/year, almost entirely per-seat licensing. I built a true open source a…