今日必看

The End of Human Code: Is AI Taking Us Back to Punch Cards?

Veriom – Explore service dependencies and architecture from code and IaC

TalkingTech – Free MCP server and API for engineering leadership content

Claude Meetings

MCP vs. CLI vs. Skills: What Each Costs in Context

How Amplitude ships product improvements in 1–2 days with OpenAI

Built primarily on OpenAI models, Amplitude’s proactive product agent, Wave, identifies what to build, helps teams ship changes with coding agents, and measures the impact.

Actions for ARM32 Linux & Windows retirement

GitHub Actions hosted runners will be ending support for ARM32 job execution on Windows and Linux by 8th Dec 2026. This follows our end of support for node20 where Node 24 does not support ARM32. This includes the removal of support on hosted runners for native AArch32 User-space

Public monitoring alerts now have direct links

You can now access individual public monitoring alerts with a direct link to each alert. In your enterprise’s Public monitoring view, click an alert number to open the alert. You can use its URL to bookmark the finding or share it with teammates who have access. Public monitoring

LLMON: An LLM-Native Markup Language, now in Granite 4.1 3B and 8B

Holiday Extras is rethinking what it can build with Codex

With Codex, Holiday Extras is turning customer expertise into better apps, higher booking conversion and new possibilities for growth.

Improving Fuzzy Robustness in LLM Safety with Automated Red Teaming

Foundation Models Framework (macOS)

How Agent Anomaly Detection scores on benchmarks we didn't write

Agent Anomaly Detection (AAD) provides asynchronous, low-latency monitoring for AI agents by analyzing OpenTelemetry traces and logs to flag goal hijacks and tool misuse. Tested across five public security benchmarks, AAD successfully caught 87% of harmful instructions carried ou

Air-LLM: Broadcasting AI Weights for Edge LLM Inference via RF Computing

Compress any LLM 3x in one click, near-lossless, vLLM successor

Gemini Decisions API: Fast, calibrated multimodal decisions

Meet the Gemini Decisions API, powered by our state-of-the-art model Gemini Decision for fast, calibrated multimodal decisions.

United to block customers from using AI agents, citing cyber threats

短剧、漫剧制作工具 Toonflow：开源 AI 视频创作平台，集成剧本创作、智能分镜、角色与场景资产管理、图像生成和视频生成。

📌 一句话摘要 Toonflow 是一款开源 AI 视频创作平台，集成剧本创作、智能分镜、角色场景资产管理、图像生成和视频生成，支持本地部署和多模型接入，为短剧、漫剧制作提供完整工作流解决方案。 📝 详细摘要 文章介绍了 Toonflow，这是一个面向短剧、漫剧与短视频制作的开源 AI 创作平台。该平台将剧本、资产与视频片段整合进同一张无限画布，支持本地部署（桌面、Android、Docker、服务器），并提供 MCP 连接外部工具、插件市场扩展能力、开放 Agent 系统以及自由接入模型（包括第三方 API、ComfyUI 和 LLM）。文章详细阐述了

Show HN: Headwig - Run and test parallel AI agents without Git worktrees

Hey HN! I am Harsh, been developing software for quite sometime now. Since agents came into my local SD workflow I had been facing a bottleneck. Event though agents are great in working parallelly, testing their changes and iterating is a pain. (Brain, storage & memory overhead)

Operate Claude Managed Agents inside your security perimeter

Introducing self-hosted Claude Managed Agents. Now you can run agents in your own environment, whether that’s in your own cloud or on-premise. You host the agents, credentials, and session history, and choose where requests to Claude are sent.

Theoretical Limits of Language Model Alignment

Language model (LM) alignment improves model outputs to reflect human preferences while preserving the capabilities of the base model. The most common alignment approaches are (i) reinforcement learning, which maximizes the expected reward under a KL-divergence constraint, and (i

Grok Bot 1.0

Bots work together alongside your team Discussion | Link

手机实现口播视频自动化，Renoise App 更新

📌 一句话摘要 通过手机自主完成视频口播，Renoise App 更新支持自动化操作。 📊 文章信息 AI 初评： 74 来源： Berryxia.AI(@berryxia) 作者： Berryxia.AI 分类： 人工智能 语言： 中文 阅读时间： 1 分钟 字数： 95 标签： AI 与智能应用 , AI 内容检测 , 推文串 , AI 视频生成 , 数字人 阅读推文

The Jev Revolution: What Engineers Are Already Building with System One Models

Today at the AI Engineer Code Summit , the main theme was system one models — non-generative models that return structured choices, scores, or probabilities. They’re also typically much faster and cheaper than reasoning LLMs (a.k.a. system two models). And who better to give an i

[AINews] D-Day (Decision Models Day)

Today was the “System One day” of the second annual AIE CODE event , and somehow everything aligned: Cloudflare’s Michelle Chen walked through their Clef and Clairic models Richard covered Diogo’s triumphant return to AIE talking about the Jevolution with their most notable produ

Last Week (Month) in AI #347 - Nvidia's spy, Anthropic's $1.4T IPO, AI's blue wave

Note from Andrey: yes, once gain i’ve gone on a surprise hiatus… as usual, apologies, expect this newsletter to for real resume weekly cadence for the forseeable future (unless disaster strikes, i’ll make it happen). That being said, this edition will cover stories from over the

早报｜苹果支持社区将关停/曝英伟达董事会考虑罢免黄仁勋/余承东官宣华为子品牌OSTA星芒

苹果支持社区将于 11 月 20 日永久关闭 再曝婚外情，曝英伟达董事会考虑罢免黄仁勋 余承东官宣华为子品牌 OSTA 星芒，11 月 20 日首秀 曝字节计划推出「中国版 Muse」 小米澎程首个完整交付月，两款车零售合计超 2.7 万辆 张雪机车第 10 万台整车在重庆下线 腾讯入局搜索，网页端元宝搜索上线 曝 Anthropic 承销商考虑上调 IPO 发行价 我国算力总规模达 310 万 PFLOPS，全国数标委成立具身智能数据标准起草组 字节 AI 芯片负责人被曝提出离职，团队正研发下一代芯片 北京印发具身智能机器人三年行动方案，提出上市一对一

Pinecone integrated embedding now supports Google's Gemini Embedding 2

Pinecone integrated embedding now supports Google's Gemini Embedding 2

实测 MiniMax H3 Image：GPT 的效果加上 MJ 的审美，居然被它开源了

今年 8 月，MiniMax 开放了 H3 视频生成模型的权重，这是有史以来第一个达到 SOTA 水平的开源视频模型。 此后几个月，社区基于它玩出的花样远超官方演示，也催生了 H3 max 等一批衍生模型，实实在在推着 AI 创意行业往前走了一步。 现在，MiniMax 连图像生成模型也不打算藏着了。 就在 刚刚，MiniMax H3 Image 正式发布，重点是图像生成与编辑，目标是开源图像模型中的 SOTA。 此前的 H3 已经通过统一的全模态预训练，具备了图像、视频、音频等多种内容的理解与生成能力，其中也包括文生图和图像编辑。 而这次的 H3 Im

parse_number() as a SQLite extension: C vs Rust

Research: parse_number() as a SQLite extension: C vs Rust I was out walking the dog when I got curious about how easy/difficult it would be to write a SQLite C extension that adds a parse_number() function for turning strings like -$1,234.56 or '12.5%' into numeric values that co