1
Guess which of these LLM outputs is watermarked
动手猜猜哪个AI输出带水印，轻松搞懂大模型水印技术。
Article URL: https://sgoedecke.github.io/watermark-quiz/ Comments URL: https://news.ycombinator.com/item?id=49374729 Points: 6 # Comments: 4
2
Show HN: Verified business dashboards inside ChatGPT and Claude via MCP Apps
MCP官方扩展让ChatGPT和Claude直接渲染交互式仪表盘，数据可视化一步到位。
Article URL: https://www.corpusiq.io/docs/hermes/mcp/mcp-apps-interactive-ui Comments URL: https://news.ycombinator.com/item?id=49380035 Points: 2 # C…
3
谷歌在搜索和 Gemini 中推出多款全新 AI 学习工具，含交互式可视化内容、3D 模拟等
谷歌新推AI学习工具，上手搜pH值就能玩转3D交互模拟，边玩边学太香了。
IT之家 8 月 20 日消息，谷歌当地时间周三宣布，将在搜索和 Gemini 中推出一系列全新的学习工具，包括 AI 生成的交互式可视化内容、3D 模拟、专门的学生中心、自定义练习测验等。 IT之家注意到，此次推出新的学习功能，是谷歌进一步推动 Gemini 成为学生学习和备考首选 AI 助手的又…
4
How does an ARP Spoofing Attack work?
TryHackMe 用交互式实验室带你亲自动手攻防，从ARP欺骗到渗透测试，边玩边学真本领
Hey HN, Id like to learn more about cybersecurity and wanna test around a bit, ive used tool like net cut a lot a few years ago to troll my brother wh…
5
Transformer Explainer: Learning LLM Transformers with Interactive Visual Explanation and Experimentation
一眼看懂Transformer内部机制，用交互可视化亲手演示LLM的推理过程
arXiv:2408.04619v2 Announce Type: replace-cross Abstract: The Transformer architecture underpins modern large language models powering state-of-the-ar…
6
Show HN: Learning Nix with LabCraft
交互式学习 Nix 的在线平台，每课都在真实机器上实操，边学边练。
LabCraft is an AI-mentored learning platform. It is NOT a chatbot! Instead, it consists of course curriculum and an instrumented playground where lear…
7
Living-Harness Is an Interactive-Agent Evolver
让AI智能体在交互中自主进化，Living-Harness开辟智能体持续学习新范式。
arXiv:2607.26598v1 Announce Type: cross Abstract: Large language model (LLM) agents may recover from a failure within an episode or after a retry, yet…
8
TokenTown –> Learn how LLM's work in a SimCity-like world
在模拟城市中边玩边学，轻松理解LLM内部运作机制！
Article URL: https://laurentiugabriel.github.io/token-town/ Comments URL: https://news.ycombinator.com/item?id=49068477 Points: 10 # Comments: 4
9
Show HN: An interactive way to exploit an LLM without going to jail
交互式测试LLM安全防护，用多种模型模拟越狱攻击，开源可自部署
Article URL: https://github.com/joshfischer1108/jailbreak-lab Comments URL: https://news.ycombinator.com/item?id=49060776 Points: 2 # Comments: 0
10
Show HN: Understanding Floating Point
从看似“坏掉”的浮点数到清晰理解IEEE-754，一步步带你掌握底层设计权衡
I wrote an interactive introduction to IEEE-754 floating point and would love some feedback. My main issue with existing treatments of this topic (and…
11
Show HN: WatchMachineGo – A visualizer to show hardware performing LLM inference
边玩边学——这个可视化工具帮你亲眼看到LLM推理在硬件上如何运作，让抽象概念瞬间清晰。
I love learning new concepts by playing around with them (think explorable explanations ( https://en.wikipedia.org/wiki/Explorable_explanation ), and …
12
Show HN: Machinations – a multiplayer strategy game where LLM is the game master
LLM化身游戏大师，在多人在线策略世界中实时生成动态剧情与阴谋，每一次回访都是一场全新的权力游戏。
I started by thinking about the game mechanics I actually wanted to see. I come from a long background in diceless tabletop RPGs, and what I loved abo…
13
How to build interactive experiences with canvases
学习用canvas构建交互体验的官方指南，GitHub出品教你上手。
Canvases turn AI into interactive workspaces where you can visualize information, explore workflows, and take action across complex tasks. The post Ho…
14
AGINE Academy
用故事游戏挑战互动学Claude，边玩边掌握AI实操技巧
A story-driven game for learning Claude by doing Discussion | Link
15
三星首次展示教育用 98 英寸交互式显示屏，支持 AI 课堂测验等
三星98英寸教育交互屏，支持AI课堂测验与NFC/二维码快速登录，大屏互动提升教学效率。
三星公司今天（7 月 9 日）发布公告，在佛罗里达州奥兰多举行的 ISTELive 2026 大会上，展示最新教育方案外， 首次展示了 98 英寸交互式显示屏。 在教育方案上，三星主要更新 AMS（账户管理解决方案），支持教师通过二维码或支持 NFC 的身份卡登录兼容交互式显示屏，并在校园内任意兼容…
16
GPT‑Live
OpenAI正式推出GPT‑Live，实时交互式AI体验全面升级！
Article URL: https://openai.com/index/introducing-gpt-live/ Comments URL: https://news.ycombinator.com/item?id=48834405 Points: 502 # Comments: 344
17
字节发布多模态图像创作模型 Seedream 5.0 Pro：复杂信息可视化、交互式精准编辑
字节 Seedream 5.0 Pro 来袭，图文匹配与交互式精准编辑大升级，AI 绘画进入新阶段。
IT之家 7 月 8 日消息，字节跳动今日宣布，正式发布 多 模态 图像创作模型 Seedream 5.0 Pro 。 据介绍，相比之前版本，Seedream 5.0 Pro 在图文匹配、结构合理性、文字渲染与画面美感等基础能力上全面提升： 复杂信息可视化 ：将数据、概念与密集文字准确转化为专业排版…
18
Vidu S1: A Real-Time Interactive Video Generation Model
实时交互式视频生成新突破，Vidu S1模型实现低延迟人机协同创作。
arXiv:2607.03118v1 Announce Type: cross Abstract: We introduce Vidu S1, a real-time interactive video generation model supporting voice control of dig…
19
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…
20
Interactive Learning for LLM Reasoning
探讨如何通过交互式训练环境增强多LLM协作推理能力。
arXiv:2509.26306v5 Announce Type: replace Abstract: Existing multi-agent learning approaches have developed interactive training environments to expli…