1
语言学习平台多邻国吉祥物“多儿”将实体手办化，由 GSC 出品粘土人
IT之家 8 月 26 日消息，手办厂商 Good Smile Company（GSC）宣布，将为语言学习平台多邻国（Duolingo）的热门吉祥物“多儿（Duo）”推出为黏土人模型。目前官方尚未公布具体售价及发售时间，仅表示后续将公开更多信息。 只要使用过免费语言学习 App 多邻国的用户，想必都…
2
Kids outlearn AI—and we still don’t know why
小孩学语言只需少量样本，大模型却要吞下整座城市几代人的语料，这个谜题正动摇AI的底层逻辑。
People have been talking to each other for at least 100,000 years, as best we can tell. And in all that time, there has been only one thing in the wor…
3
Show HN: Languageme – Learning new languages with Claude Code by dripping
用Claude Code打造渐进式语言沉浸体验，自动控制外语比例，按节奏滴灌核心表达，适合想在编程环境里顺手学语言的人。
Article URL: https://github.com/magiclex/languageme Comments URL: https://news.ycombinator.com/item?id=49373850 Points: 1 # Comments: 0
4
借鉴多邻国？曝谷歌翻译将推出“连续打卡天数”小组件
谷歌翻译将上线连续打卡小组件，模仿多邻国激励日常语言练习，让学习更有动力。
IT之家 6 月 29 日消息，据科技媒体 Android Authority 今天报道，谷歌翻译近年来正逐渐从一款翻译工具，跨界成为语言学习工具。例如谷歌去年推出的“练习”模式可以模拟真实对话，帮助用户提升口语、听力。 IT之家在此援引 Android Authority，谷歌翻译练习模式拥有“连…
5
Show HN: OpenLanguage- AI Language Tutor for iOS
开源iOS应用OpenLanguage，用AI当你的私人语言导师，随时随地练口语、学外语。
Article URL: https://github.com/challenga-org/openlanguage Comments URL: https://news.ycombinator.com/item?id=48679138 Points: 2 # Comments: 0
6
VideoLatent: Video-Language Learning via Latent Self-Forcing
新方法「潜在自强制」提升视频语言学习效率，无需逐帧解码即可对齐语义。
arXiv:2606.22870v1 Announce Type: cross Abstract: Recent advancements in chain-of-thought (CoT) reasoning have shown promise in enhancing video unders…
7
How to learn iraqi arabic (2020 pre AI)
一份面向自学者的伊拉克阿拉伯语实用指南，从零基础到日常交流的清晰路径。
Article URL: https://medium.com/@xavierbisits/how-to-learn-iraqi-arabic-bd468eff29e5 Comments URL: https://news.ycombinator.com/item?id=48606040 Point…
8
Show HN: Chatty Lingo – A language practicing app
用AI教练陪你练习真实场景口语，支持多语言，24/7耐心陪练，还能与母语者聊天。
Hey all, I've built a web app for practicing spoken conversations in a language you're learning. It was driven by my own needs when I learn Korean. Th…
9
Best LLM Models for Conversational AI in Language Learning
用大模型打造语言学习对话伙伴，实战代码与模型选择指南
We are going to build a conversational language tutor that corrects mistakes in real time, adapts its complexity to your proficiency, and maintains co…
10
How Preply combines AI and human tutors to personalize learning
Preply巧用OpenAI，将AI与真人导师结合，打造个性化语言学习体验。
Preply uses OpenAI to launch AI-generated lesson summaries, providing personalised feedback and language learning exercises.
11
CakewordAI
手指一戳，万物皆可学：指哪学哪的多语言AI学习神器，让语言学习变成游戏。
Point at anything to learn its name in any language Discussion | Link
12
Why AI conversation mode beats vocabulary lists
颠覆传统背单词，AI对话模式用可理解输入让语言习得更高效。
Article URL: https://manateavagner.com/news/translate-conversation-mode-language-learning Comments URL: https://news.ycombinator.com/item?id=48487243 …
13
Ask HN: Any good language learning apps/sites that don't use LLMs/GenAI?
寻找不使用AI的语言学习应用？HN社区有真实推荐，避开GenAI的纯净学习工具。
I'm looking to learn a language interactively with an app/program/website, but a lot of the "household names" I know from the past seem to use AI now,…
14
Fine-tuning vs. In-context Learning in Large Language Models: A Formal Language Learning Perspective
从形式语言学习视角，剖析微调与上下文学习的根本差异，ACL 2026 重磅论文。
arXiv:2604.23267v2 Announce Type: replace-cross Abstract: Large language models (LLMs) operate in two fundamental learning modes - fine-tuning (FT) an…
15
Learning to communicate
智能体自主演化出语言能力，OpenAI最新研究揭示通信的诞生过程。
In this post we’ll outline new OpenAI research in which agents develop their own language.
16
Speak is personalizing language learning with AI
了解Speak如何用AI实现个性化语言学习，CEO亲述背后的技术理念与用户洞察。
A conversation with Connor Zwick, CEO & Co-founder of Speak.
17
Inside Praktika's conversational approach to language learning
Praktika如何用GPT-4.1和GPT-5.2打造自适应AI导师，实现个性化语言学习与进度追踪。
How Praktika uses GPT-4.1 and GPT-5.2 to build adaptive AI tutors that personalize lessons, track progress, and help learners achieve real-world langu…