update

NOTION_IMPORT.md

@@ -1,186 +0,0 @@
-# 📖 Guide d'importation depuis Notion
-
-Ce guide explique comment configurer l'importation automatique depuis Notion lors du build de votre Space HuggingFace.
-
-## 🎯 Principe de fonctionnement
-
-Lors du build Docker sur HuggingFace Spaces, si les variables d'environnement sont configurées :
-1. Le script va chercher votre page Notion
-2. Extrait automatiquement le titre et génère le slug
-3. Convertit le contenu en MDX
-4. Build l'application avec le nouveau contenu
-
-**Avantage :** Vous modifiez votre article dans Notion, puis vous cliquez sur "Factory Reboot" dans HF Spaces → le site est automatiquement mis à jour !
-
-## ⚙️ Configuration sur HuggingFace Spaces
-
-### 1. Créer une intégration Notion
-
-1. Allez sur https://www.notion.so/my-integrations
-2. Cliquez sur "New integration"
-3. Donnez un nom (ex: "HF Article Importer")
-4. Sélectionnez votre workspace
-5. Cliquez sur "Submit"
-6. **Copiez le token** (format: `secret_xxxxx...`)
-
-### 2. Partager votre page Notion avec l'intégration
-
-1. Ouvrez votre page Notion
-2. Cliquez sur "Share" (en haut à droite)
-3. Cliquez sur "Invite"
-4. Recherchez le nom de votre intégration
-5. Sélectionnez-la et donnez la permission "Can read content"
-6. Cliquez sur "Invite"
-
-### 3. Récupérer l'ID de votre page Notion
-
-L'ID se trouve dans l'URL de votre page :
-```
-https://www.notion.so/Mon-Article-27877f1c9c9d804d9c82f7b3905578ff
-                                └─────────────────┬─────────────────┘
-                                           C'est cet ID !
-```
-
-Exemple : `27877f1c9c9d804d9c82f7b3905578ff`
-
-### 4. Configurer les variables d'environnement sur HF Spaces
-
-1. Allez dans les Settings de votre Space
-2. Section "Repository secrets"
-3. Ajoutez ces 3 variables :
-
-| Variable | Valeur | Secret ? |
-|----------|--------|----------|
-| `ENABLE_NOTION_IMPORT` | `true` | Non |
-| `NOTION_TOKEN` | `secret_xxx...` | **Oui** ✅ |
-| `NOTION_PAGE_ID` | `27877f1c...` | Non |
-
-**Important :** Cochez la case "Secret" pour `NOTION_TOKEN` uniquement !
-
-### 5. Rebuild votre Space
-
-1. Allez dans l'onglet "Settings"
-2. Cliquez sur "Factory reboot"
-3. Attendez le rebuild (~5-10 minutes)
-4. Votre article Notion est maintenant publié ! 🎉
-
-## 🔄 Workflow de mise à jour
-
-```
-┌─────────────────────────┐
-│ 1. Éditez dans Notion   │
-│    (brouillon privé)    │
-└───────────┬─────────────┘
-            │
-            ↓
-┌─────────────────────────┐
-│ 2. Vérifiez le contenu  │
-│    (preview Notion)     │
-└───────────┬─────────────┘
-            │
-            ↓
-┌─────────────────────────┐
-│ 3. HF Spaces →          │
-│    "Factory Reboot"     │
-└───────────┬─────────────┘
-            │
-            ↓
-┌─────────────────────────┐
-│ 4. Attendez 5-10 min    │
-│    (build Docker)       │
-└───────────┬─────────────┘
-            │
-            ↓
-┌─────────────────────────┐
-│ 5. Site mis à jour ! ✅ │
-│    (zéro downtime)      │
-└─────────────────────────┘
-```
-
-## 🧪 Test en local
-
-Avant de publier, vous pouvez tester en local :
-
-```bash
-# 1. Créer un fichier .env dans app/scripts/notion-importer/
-cd app/scripts/notion-importer
-cp env.example .env
-
-# 2. Éditer .env avec vos credentials
-# NOTION_TOKEN=secret_xxx
-# NOTION_PAGE_ID=abc123
-
-# 3. Installer les dépendances
-npm install
-
-# 4. Lancer l'import
-node index.mjs
-
-# 5. Le contenu est copié dans app/src/content/article.mdx
-# Les images dans app/src/content/assets/image/
-
-# 6. Lancer le serveur de dev Astro
-cd ../..  # Retour à app/
-npm run dev
-
-# 7. Ouvrir http://localhost:4321
-```
-
-## 📋 Fonctionnalités supportées
-
-### ✅ Supporté automatiquement
-- Texte formaté (gras, italique, code inline)
-- Titres (h1, h2, h3, etc.)
-- Listes (ordonnées, non-ordonnées)
-- Images (téléchargées et converties)
-- Liens externes
-- Blocs de code avec syntaxe
-- Callouts → Composant `Note`
-- Tables → Composant stylisé
-- Citations
-- Équations LaTeX (inline et bloc)
-
-### ⚠️ Conversion manuelle requise
-- Bases de données Notion → Créer en MDX
-- Toggles → Utiliser `Accordion`
-- Embeds complexes → Utiliser `HtmlEmbed`
-- Graphiques → Utiliser `Trackio` ou d3.js
-
-## 🔧 Désactiver l'import Notion
-
-Pour revenir à l'édition manuelle du MDX :
-
-1. HF Spaces → Settings → Repository secrets
-2. Changez `ENABLE_NOTION_IMPORT` à `false`
-3. Ou supprimez les variables d'env
-
-Le site continuera de fonctionner avec le dernier contenu importé.
-
-## 🆘 Dépannage
-
-### Erreur "❌ NOTION_TOKEN not found"
-→ Vérifiez que vous avez bien créé la variable `NOTION_TOKEN` dans les secrets HF
-
-### Erreur "❌ Could not find Notion page"
-→ Vérifiez que vous avez bien partagé la page avec votre intégration Notion
-
-### L'import ne se lance pas au build
-→ Vérifiez que `ENABLE_NOTION_IMPORT=true` (sans guillemets)
-
-### Le build échoue pendant l'import
-→ Regardez les logs du build dans HF Spaces pour voir l'erreur exacte
-
-## 💡 Conseils
-
-1. **Testez en local d'abord** : Évitez les surprises en prod
-2. **Structure claire** : Utilisez bien les titres h1, h2, h3 dans Notion
-3. **Images optimisées** : Les images sont téléchargées et intégrées
-4. **Commits Git** : Pour un vrai versioning, committez aussi les MDX générés
-5. **Brouillons** : Gardez des pages privées pour vos brouillons Notion
-
-## 📚 Pour aller plus loin
-
-- [Documentation Notion API](https://developers.notion.com/)
-- [Documentation HuggingFace Spaces](https://huggingface.co/docs/hub/spaces)
-- [README du Notion Importer](./app/scripts/notion-importer/README.md)
-

app/src/components/Image.astro

@@ -50,11 +50,9 @@ const hasCaption =
 const hasTitle = Astro.slots.has("title");
 const uid = `ri_${Math.random().toString(36).slice(2)}`;
 const dataZoomable =
-  zoomable !== false || (imgProps as any)["data-zoomable"] ? "1" : undefined;
+  zoomable !== false || (imgProps as any)["data-zoomable"] ? "1" : "1";
 const dataDownloadable =
-  downloadable === true || (imgProps as any)["data-downloadable"]
-    ? "1"
-    : undefined;
+  downloadable !== false || (imgProps as any)["data-downloadable"] ? "1" : "1";
 const hasLink = typeof linkHref === "string" && linkHref.length > 0;
 const resolvedTarget = hasLink ? linkTarget || "_blank" : undefined;
 const resolvedRel = hasLink ? linkRel || "noopener noreferrer" : undefined;

app/src/content/bibliography.bib

@@ -14,7 +14,7 @@
 
 @article{kingma2014adam,
   title   = {Adam: A method for stochastic optimization},
-  author  = {Kingma, Diederik},
+  author  = {Kingma, Diederik P},
   journal = {arXiv preprint arXiv:1412.6980},
   year    = {2014}
 }
@@ -41,7 +41,7 @@
 
 @misc{smith2018superconvergencefasttrainingneural,
   title         = {Super-Convergence: Very Fast Training of Neural Networks Using Large Learning Rates},
-  author        = {Leslie Smith and Nicholay Topin},
+  author        = {Leslie N. Smith and Nicholay Topin},
   year          = {2018},
   eprint        = {1708.07120},
   archiveprefix = {arXiv},
@@ -91,7 +91,7 @@
 
 @misc{deepseekai2024deepseekllmscalingopensource,
   title         = {DeepSeek LLM: Scaling Open-Source Language Models with Longtermism},
-  author        = {DeepSeek-AI and Xiao Bi and Deli Chen and Guanting Chen and Shanhuang Chen and Damai Dai and Chengqi Deng and Honghui Ding and Kai Dong and Qiushi Du and Zhe Fu and Huazuo Gao and Kaige Gao and Wenjun Gao and Ruiqi Ge and Kang Guan and Daya Guo and Jianzhong Guo and Guangbo Hao and Zhewen Hao and Ying He and Wenjie Hu and Panpan Huang and Erhang Li and Guowei Li and Jiashi Li and Yao Li and Y. K. Li and Wenfeng Liang and Fangyun Lin and A. X. Liu and Bo Liu and Wen Liu and Xiaodong Liu and Xin Liu and Yiyuan Liu and Haoyu Lu and Shanghao Lu and Fuli Luo and Shirong Ma and Xiaotao Nie and Tian Pei and Yishi Piao and Junjie Qiu and Hui Qu and Tongzheng Ren and Zehui Ren and Chong Ruan and Zhangli Sha and Zhihong Shao and Junxiao Song and Xuecheng Su and Jingxiang Sun and Yaofeng Sun and Minghui Tang and Bingxuan Wang and Peiyi Wang and Shiyu Wang and Yaohui Wang and Yongji Wang and Tong Wu and Y. Wu and Xin Xie and Zhenda Xie and Ziwei Xie and Yiliang Xiong and Hanwei Xu and R. X. Xu and Yanhong Xu and Dejian Yang and Yuxiang You and Shuiping Yu and Xingkai Yu and B. Zhang and Haowei Zhang and Lecong Zhang and Liyue Zhang and Mingchuan Zhang and Minghua Zhang and Wentao Zhang and Yichao Zhang and Chenggang Zhao and Yao Zhao and Shangyan Zhou and Shunfeng Zhou and Qihao Zhu and Yuheng Zou},
+  author        = {DeepSeek-AI and : and Xiao Bi and Deli Chen and Guanting Chen and Shanhuang Chen and Damai Dai and Chengqi Deng and Honghui Ding and Kai Dong and Qiushi Du and Zhe Fu and Huazuo Gao and Kaige Gao and Wenjun Gao and Ruiqi Ge and Kang Guan and Daya Guo and Jianzhong Guo and Guangbo Hao and Zhewen Hao and Ying He and Wenjie Hu and Panpan Huang and Erhang Li and Guowei Li and Jiashi Li and Yao Li and Y. K. Li and Wenfeng Liang and Fangyun Lin and A. X. Liu and Bo Liu and Wen Liu and Xiaodong Liu and Xin Liu and Yiyuan Liu and Haoyu Lu and Shanghao Lu and Fuli Luo and Shirong Ma and Xiaotao Nie and Tian Pei and Yishi Piao and Junjie Qiu and Hui Qu and Tongzheng Ren and Zehui Ren and Chong Ruan and Zhangli Sha and Zhihong Shao and Junxiao Song and Xuecheng Su and Jingxiang Sun and Yaofeng Sun and Minghui Tang and Bingxuan Wang and Peiyi Wang and Shiyu Wang and Yaohui Wang and Yongji Wang and Tong Wu and Y. Wu and Xin Xie and Zhenda Xie and Ziwei Xie and Yiliang Xiong and Hanwei Xu and R. X. Xu and Yanhong Xu and Dejian Yang and Yuxiang You and Shuiping Yu and Xingkai Yu and B. Zhang and Haowei Zhang and Lecong Zhang and Liyue Zhang and Mingchuan Zhang and Minghua Zhang and Wentao Zhang and Yichao Zhang and Chenggang Zhao and Yao Zhao and Shangyan Zhou and Shunfeng Zhou and Qihao Zhu and Yuheng Zou},
   year          = {2024},
   eprint        = {2401.02954},
   archiveprefix = {arXiv},
@@ -190,7 +190,7 @@
 
 @misc{cwm,
   title         = {CWM: An Open-Weights LLM for Research on Code Generation with World Models},
-  author        = {{FAIR CodeGen team} and Jade Copet and Quentin Carbonneaux and Gal Cohen and Jonas Gehring and Jacob Kahn and Jannik Kossen and Felix Kreuk and Emily McMilin and Michel Meyer and Yuxiang Wei and David Zhang and Kunhao Zheng and Jordi Armengol-Estapé and Pedram Bashiri and Maximilian Beck and Pierre Chambon and Abhishek Charnalia and Chris Cummins and Juliette Decugis and Zacharias V. Fisches and François Fleuret and Fabian Gloeckle and Alex Gu and Michael Hassid and Daniel Haziza and Badr Youbi Idrissi and Christian Keller and Rahul Kindi and Hugh Leather and Gallil Maimon and Aram Markosyan and Francisco Massa and Pierre-Emmanuel Mazaré and Vegard Mella and Naila Murray and Keyur Muzumdar and Peter O'Hearn and Matteo Pagliardini and Dmitrii Pedchenko and Tal Remez and Volker Seeker and Marco Selvi and Oren Sultan and Sida Wang and Luca Wehrstedt and Ori Yoran and Lingming Zhang and Taco Cohen and Yossi Adi and Gabriel Synnaeve},
+  author        = {FAIR CodeGen team and Jade Copet and Quentin Carbonneaux and Gal Cohen and Jonas Gehring and Jacob Kahn and Jannik Kossen and Felix Kreuk and Emily McMilin and Michel Meyer and Yuxiang Wei and David Zhang and Kunhao Zheng and Jordi Armengol-Estapé and Pedram Bashiri and Maximilian Beck and Pierre Chambon and Abhishek Charnalia and Chris Cummins and Juliette Decugis and Zacharias V. Fisches and François Fleuret and Fabian Gloeckle and Alex Gu and Michael Hassid and Daniel Haziza and Badr Youbi Idrissi and Christian Keller and Rahul Kindi and Hugh Leather and Gallil Maimon and Aram Markosyan and Francisco Massa and Pierre-Emmanuel Mazaré and Vegard Mella and Naila Murray and Keyur Muzumdar and Peter O'Hearn and Matteo Pagliardini and Dmitrii Pedchenko and Tal Remez and Volker Seeker and Marco Selvi and Oren Sultan and Sida Wang and Luca Wehrstedt and Ori Yoran and Lingming Zhang and Taco Cohen and Yossi Adi and Gabriel Synnaeve},
   year          = {2025},
   eprint        = {2510.02387},
   archiveprefix = {arXiv},
@@ -300,7 +300,7 @@
 
 @misc{gpt3,
   title         = {Language Models are Few-Shot Learners},
-  author        = {Tom Brown and Benjamin Mann and Nick Ryder and Melanie Subbiah and Jared Kaplan and Prafulla Dhariwal and Arvind Neelakantan and Pranav Shyam and Girish Sastry and Amanda Askell and Sandhini Agarwal and Ariel Herbert-Voss and Gretchen Krueger and Tom Henighan and Rewon Child and Aditya Ramesh and Daniel M. Ziegler and Jeffrey Wu and Clemens Winter and Christopher Hesse and Mark Chen and Eric Sigler and Mateusz Litwin and Scott Gray and Benjamin Chess and Jack Clark and Christopher Berner and Sam McCandlish and Alec Radford and Ilya Sutskever and Dario Amodei},
+  author        = {Tom B. Brown and Benjamin Mann and Nick Ryder and Melanie Subbiah and Jared Kaplan and Prafulla Dhariwal and Arvind Neelakantan and Pranav Shyam and Girish Sastry and Amanda Askell and Sandhini Agarwal and Ariel Herbert-Voss and Gretchen Krueger and Tom Henighan and Rewon Child and Aditya Ramesh and Daniel M. Ziegler and Jeffrey Wu and Clemens Winter and Christopher Hesse and Mark Chen and Eric Sigler and Mateusz Litwin and Scott Gray and Benjamin Chess and Jack Clark and Christopher Berner and Sam McCandlish and Alec Radford and Ilya Sutskever and Dario Amodei},
   year          = {2020},
   eprint        = {2005.14165},
   archiveprefix = {arXiv},
@@ -439,7 +439,7 @@
 
 @misc{deepseekr1,
   title         = {DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning},
-  author        = {{DeepSeek-AI} and Daya Guo and Dejian Yang and Haowei Zhang and Junxiao Song and Ruoyu Zhang and Runxin Xu and Qihao Zhu and Shirong Ma and Peiyi Wang and Xiao Bi and Xiaokang Zhang and Xingkai Yu and Yu Wu and Z. F. Wu and Zhibin Gou and Zhihong Shao and Zhuoshu Li and Ziyi Gao and Aixin Liu and Bing Xue and Bingxuan Wang and Bochao Wu and Bei Feng and Chengda Lu and Chenggang Zhao and Chengqi Deng and Chenyu Zhang and Chong Ruan and Damai Dai and Deli Chen and Dongjie Ji and Erhang Li and Fangyun Lin and Fucong Dai and Fuli Luo and Guangbo Hao and Guanting Chen and Guowei Li and H. Zhang and Han Bao and Hanwei Xu and Haocheng Wang and Honghui Ding and Huajian Xin and Huazuo Gao and Hui Qu and Hui Li and Jianzhong Guo and Jiashi Li and Jiawei Wang and Jingchang Chen and Jingyang Yuan and Junjie Qiu and Junlong Li and J. L. Cai and Jiaqi Ni and Jian Liang and Jin Chen and Kai Dong and Kai Hu and Kaige Gao and Kang Guan and Kexin Huang and Kuai Yu and Lean Wang and Lecong Zhang and Liang Zhao and Litong Wang and Liyue Zhang and Lei Xu and Leyi Xia and Mingchuan Zhang and Minghua Zhang and Minghui Tang and Meng Li and Miaojun Wang and Mingming Li and Ning Tian and Panpan Huang and Peng Zhang and Qiancheng Wang and Qinyu Chen and Qiushi Du and Ruiqi Ge and Ruisong Zhang and Ruizhe Pan and Runji Wang and R. J. Chen and R. L. Jin and Ruyi Chen and Shanghao Lu and Shangyan Zhou and Shanhuang Chen and Shengfeng Ye and Shiyu Wang and Shuiping Yu and Shunfeng Zhou and Shuting Pan and S. S. Li and Shuang Zhou and Shaoqing Wu and Shengfeng Ye and Tao Yun and Tian Pei and Tianyu Sun and T. Wang and Wangding Zeng and Wanjia Zhao and Wen Liu and Wenfeng Liang and Wenjun Gao and Wenqin Yu and Wentao Zhang and W. L. Xiao and Wei An and Xiaodong Liu and Xiaohan Wang and Xiaokang Chen and Xiaotao Nie and Xin Cheng and Xin Liu and Xin Xie and Xingchao Liu and Xinyu Yang and Xinyuan Li and Xuecheng Su and Xuheng Lin and X. Q. Li and Xiangyue Jin and Xiaojin Shen and Xiaosha Chen and Xiaowen Sun and Xiaoxiang Wang and Xinnan Song and Xinyi Zhou and Xianzu Wang and Xinxia Shan and Y. K. Li and Y. Q. Wang and Y. X. Wei and Yang Zhang and Yanhong Xu and Yao Li and Yao Zhao and Yaofeng Sun and Yaohui Wang and Yi Yu and Yichao Zhang and Yifan Shi and Yiliang Xiong and Ying He and Yishi Piao and Yisong Wang and Yixuan Tan and Yiyang Ma and Yiyuan Liu and Yongqiang Guo and Yuan Ou and Yuduan Wang and Yue Gong and Yuheng Zou and Yujia He and Yunfan Xiong and Yuxiang Luo and Yuxiang You and Yuxuan Liu and Yuyang Zhou and Y. X. Zhu and Yanhong Xu and Yanping Huang and Yaohui Li and Yi Zheng and Yuchen Zhu and Yunxian Ma and Ying Tang and Yukun Zha and Yuting Yan and Z. Z. Ren and Zehui Ren and Zhangli Sha and Zhe Fu and Zhean Xu and Zhenda Xie and Zhengyan Zhang and Zhewen Hao and Zhicheng Ma and Zhigang Yan and Zhiyu Wu and Zihui Gu and Zijia Zhu and Zijun Liu and Zilin Li and Ziwei Xie and Ziyang Song and Zizheng Pan and Zhen Huang and Zhipeng Xu and Zhongyu Zhang and Zhen Zhang},
+  author        = {DeepSeek-AI and Daya Guo and Dejian Yang and Haowei Zhang and Junxiao Song and Ruoyu Zhang and Runxin Xu and Qihao Zhu and Shirong Ma and Peiyi Wang and Xiao Bi and Xiaokang Zhang and Xingkai Yu and Yu Wu and Z. F. Wu and Zhibin Gou and Zhihong Shao and Zhuoshu Li and Ziyi Gao and Aixin Liu and Bing Xue and Bingxuan Wang and Bochao Wu and Bei Feng and Chengda Lu and Chenggang Zhao and Chengqi Deng and Chenyu Zhang and Chong Ruan and Damai Dai and Deli Chen and Dongjie Ji and Erhang Li and Fangyun Lin and Fucong Dai and Fuli Luo and Guangbo Hao and Guanting Chen and Guowei Li and H. Zhang and Han Bao and Hanwei Xu and Haocheng Wang and Honghui Ding and Huajian Xin and Huazuo Gao and Hui Qu and Hui Li and Jianzhong Guo and Jiashi Li and Jiawei Wang and Jingchang Chen and Jingyang Yuan and Junjie Qiu and Junlong Li and J. L. Cai and Jiaqi Ni and Jian Liang and Jin Chen and Kai Dong and Kai Hu and Kaige Gao and Kang Guan and Kexin Huang and Kuai Yu and Lean Wang and Lecong Zhang and Liang Zhao and Litong Wang and Liyue Zhang and Lei Xu and Leyi Xia and Mingchuan Zhang and Minghua Zhang and Minghui Tang and Meng Li and Miaojun Wang and Mingming Li and Ning Tian and Panpan Huang and Peng Zhang and Qiancheng Wang and Qinyu Chen and Qiushi Du and Ruiqi Ge and Ruisong Zhang and Ruizhe Pan and Runji Wang and R. J. Chen and R. L. Jin and Ruyi Chen and Shanghao Lu and Shangyan Zhou and Shanhuang Chen and Shengfeng Ye and Shiyu Wang and Shuiping Yu and Shunfeng Zhou and Shuting Pan and S. S. Li and Shuang Zhou and Shaoqing Wu and Shengfeng Ye and Tao Yun and Tian Pei and Tianyu Sun and T. Wang and Wangding Zeng and Wanjia Zhao and Wen Liu and Wenfeng Liang and Wenjun Gao and Wenqin Yu and Wentao Zhang and W. L. Xiao and Wei An and Xiaodong Liu and Xiaohan Wang and Xiaokang Chen and Xiaotao Nie and Xin Cheng and Xin Liu and Xin Xie and Xingchao Liu and Xinyu Yang and Xinyuan Li and Xuecheng Su and Xuheng Lin and X. Q. Li and Xiangyue Jin and Xiaojin Shen and Xiaosha Chen and Xiaowen Sun and Xiaoxiang Wang and Xinnan Song and Xinyi Zhou and Xianzu Wang and Xinxia Shan and Y. K. Li and Y. Q. Wang and Y. X. Wei and Yang Zhang and Yanhong Xu and Yao Li and Yao Zhao and Yaofeng Sun and Yaohui Wang and Yi Yu and Yichao Zhang and Yifan Shi and Yiliang Xiong and Ying He and Yishi Piao and Yisong Wang and Yixuan Tan and Yiyang Ma and Yiyuan Liu and Yongqiang Guo and Yuan Ou and Yuduan Wang and Yue Gong and Yuheng Zou and Yujia He and Yunfan Xiong and Yuxiang Luo and Yuxiang You and Yuxuan Liu and Yuyang Zhou and Y. X. Zhu and Yanhong Xu and Yanping Huang and Yaohui Li and Yi Zheng and Yuchen Zhu and Yunxian Ma and Ying Tang and Yukun Zha and Yuting Yan and Z. Z. Ren and Zehui Ren and Zhangli Sha and Zhe Fu and Zhean Xu and Zhenda Xie and Zhengyan Zhang and Zhewen Hao and Zhicheng Ma and Zhigang Yan and Zhiyu Wu and Zihui Gu and Zijia Zhu and Zijun Liu and Zilin Li and Ziwei Xie and Ziyang Song and Zizheng Pan and Zhen Huang and Zhipeng Xu and Zhongyu Zhang and Zhen Zhang},
   year          = {2025},
   eprint        = {2501.12948},
   archiveprefix = {arXiv},
@@ -469,7 +469,7 @@
 
 @misc{cwm,
   title         = {CWM: An Open-Weights LLM for Research on Code Generation with World Models},
-  author        = {{FAIR CodeGen team} and Jade Copet and Quentin Carbonneaux and Gal Cohen and Jonas Gehring and Jacob Kahn and Jannik Kossen and Felix Kreuk and Emily McMilin and Michel Meyer and Yuxiang Wei and David Zhang and Kunhao Zheng and Jordi Armengol-Estapé and Pedram Bashiri and Maximilian Beck and Pierre Chambon and Abhishek Charnalia and Chris Cummins and Juliette Decugis and Zacharias V. Fisches and François Fleuret and Fabian Gloeckle and Alex Gu and Michael Hassid and Daniel Haziza and Badr Youbi Idrissi and Christian Keller and Rahul Kindi and Hugh Leather and Gallil Maimon and Aram Markosyan and Francisco Massa and Pierre-Emmanuel Mazaré and Vegard Mella and Naila Murray and Keyur Muzumdar and Peter O'Hearn and Matteo Pagliardini and Dmitrii Pedchenko and Tal Remez and Volker Seeker and Marco Selvi and Oren Sultan and Sida Wang and Luca Wehrstedt and Ori Yoran and Lingming Zhang and Taco Cohen and Yossi Adi and Gabriel Synnaeve},
+  author        = {FAIR CodeGen team and Jade Copet and Quentin Carbonneaux and Gal Cohen and Jonas Gehring and Jacob Kahn and Jannik Kossen and Felix Kreuk and Emily McMilin and Michel Meyer and Yuxiang Wei and David Zhang and Kunhao Zheng and Jordi Armengol-Estapé and Pedram Bashiri and Maximilian Beck and Pierre Chambon and Abhishek Charnalia and Chris Cummins and Juliette Decugis and Zacharias V. Fisches and François Fleuret and Fabian Gloeckle and Alex Gu and Michael Hassid and Daniel Haziza and Badr Youbi Idrissi and Christian Keller and Rahul Kindi and Hugh Leather and Gallil Maimon and Aram Markosyan and Francisco Massa and Pierre-Emmanuel Mazaré and Vegard Mella and Naila Murray and Keyur Muzumdar and Peter O'Hearn and Matteo Pagliardini and Dmitrii Pedchenko and Tal Remez and Volker Seeker and Marco Selvi and Oren Sultan and Sida Wang and Luca Wehrstedt and Ori Yoran and Lingming Zhang and Taco Cohen and Yossi Adi and Gabriel Synnaeve},
   year          = {2025},
   eprint        = {2510.02387},
   archiveprefix = {arXiv},
@@ -1197,7 +1197,7 @@
 
 @misc{glm45,
   title         = {GLM-4.5: Agentic, Reasoning, and Coding (ARC) Foundation Models},
-  author        = {{GLM-4.5 Team} and Aohan Zeng and Xin Lv and Qinkai Zheng and Zhenyu Hou and Bin Chen and Chengxing Xie and Cunxiang Wang and Da Yin and Hao Zeng and Jiajie Zhang and Kedong Wang and Lucen Zhong and Mingdao Liu and Rui Lu and Shulin Cao and Xiaohan Zhang and Xuancheng Huang and Yao Wei and Yean Cheng and Yifan An and Yilin Niu and Yuanhao Wen and Yushi Bai and Zhengxiao Du and Zihan Wang and Zilin Zhu and Bohan Zhang and Bosi Wen and Bowen Wu and Bowen Xu and Can Huang and Casey Zhao and Changpeng Cai and Chao Yu and Chen Li and Chendi Ge and Chenghua Huang and Chenhui Zhang and Chenxi Xu and Chenzheng Zhu and Chuang Li and Congfeng Yin and Daoyan Lin and Dayong Yang and Dazhi Jiang and Ding Ai and Erle Zhu and Fei Wang and Gengzheng Pan and Guo Wang and Hailong Sun and Haitao Li and Haiyang Li and Haiyi Hu and Hanyu Zhang and Hao Peng and Hao Tai and Haoke Zhang and Haoran Wang and Haoyu Yang and He Liu and He Zhao and Hongwei Liu and Hongxi Yan and Huan Liu and Huilong Chen and Ji Li and Jiajing Zhao and Jiamin Ren and Jian Jiao and Jiani Zhao and Jianyang Yan and Jiaqi Wang and Jiayi Gui and Jiayue Zhao and Jie Liu and Jijie Li and Jing Li and Jing Lu and Jingsen Wang and Jingwei Yuan and Jingxuan Li and Jingzhao Du and Jinhua Du and Jinxin Liu and Junkai Zhi and Junli Gao and Ke Wang and Lekang Yang and Liang Xu and Lin Fan and Lindong Wu and Lintao Ding and Lu Wang and Man Zhang and Minghao Li and Minghuan Xu and Mingming Zhao and Mingshu Zhai and Pengfan Du and Qian Dong and Shangde Lei and Shangqing Tu and Shangtong Yang and Shaoyou Lu and Shijie Li and Shuang Li and Shuang-Li and Shuxun Yang and Sibo Yi and Tianshu Yu and Wei Tian and Weihan Wang and Wenbo Yu and Weng Lam Tam and Wenjie Liang and Wentao Liu and Xiao Wang and Xiaohan Jia and Xiaotao Gu and Xiaoying Ling and Xin Wang and Xing Fan and Xingru Pan and Xinyuan Zhang and Xinze Zhang and Xiuqing Fu and Xunkai Zhang and Yabo Xu and Yandong Wu and Yida Lu and Yidong Wang and Yilin Zhou and Yiming Pan and Ying Zhang and Yingli Wang and Yingru Li and Yinpei Su and Yipeng Geng and Yitong Zhu and Yongkun Yang and Yuhang Li and Yuhao Wu and Yujiang Li and Yunan Liu and Yunqing Wang and Yuntao Li and Yuxuan Zhang and Zezhen Liu and Zhen Yang and Zhengda Zhou and Zhongpei Qiao and Zhuoer Feng and Zhuorui Liu and Zichen Zhang and Zihan Wang and Zijun Yao and Zikang Wang and Ziqiang Liu and Ziwei Chai and Zixuan Li and Zuodong Zhao and Wenguang Chen and Jidong Zhai and Bin Xu and Minlie Huang and Hongning Wang and Juanzi Li and Yuxiao Dong and Jie Tang},
+  author        = { 5 Team and Aohan Zeng and Xin Lv and Qinkai Zheng and Zhenyu Hou and Bin Chen and Chengxing Xie and Cunxiang Wang and Da Yin and Hao Zeng and Jiajie Zhang and Kedong Wang and Lucen Zhong and Mingdao Liu and Rui Lu and Shulin Cao and Xiaohan Zhang and Xuancheng Huang and Yao Wei and Yean Cheng and Yifan An and Yilin Niu and Yuanhao Wen and Yushi Bai and Zhengxiao Du and Zihan Wang and Zilin Zhu and Bohan Zhang and Bosi Wen and Bowen Wu and Bowen Xu and Can Huang and Casey Zhao and Changpeng Cai and Chao Yu and Chen Li and Chendi Ge and Chenghua Huang and Chenhui Zhang and Chenxi Xu and Chenzheng Zhu and Chuang Li and Congfeng Yin and Daoyan Lin and Dayong Yang and Dazhi Jiang and Ding Ai and Erle Zhu and Fei Wang and Gengzheng Pan and Guo Wang and Hailong Sun and Haitao Li and Haiyang Li and Haiyi Hu and Hanyu Zhang and Hao Peng and Hao Tai and Haoke Zhang and Haoran Wang and Haoyu Yang and He Liu and He Zhao and Hongwei Liu and Hongxi Yan and Huan Liu and Huilong Chen and Ji Li and Jiajing Zhao and Jiamin Ren and Jian Jiao and Jiani Zhao and Jianyang Yan and Jiaqi Wang and Jiayi Gui and Jiayue Zhao and Jie Liu and Jijie Li and Jing Li and Jing Lu and Jingsen Wang and Jingwei Yuan and Jingxuan Li and Jingzhao Du and Jinhua Du and Jinxin Liu and Junkai Zhi and Junli Gao and Ke Wang and Lekang Yang and Liang Xu and Lin Fan and Lindong Wu and Lintao Ding and Lu Wang and Man Zhang and Minghao Li and Minghuan Xu and Mingming Zhao and Mingshu Zhai and Pengfan Du and Qian Dong and Shangde Lei and Shangqing Tu and Shangtong Yang and Shaoyou Lu and Shijie Li and Shuang Li and Shuang-Li and Shuxun Yang and Sibo Yi and Tianshu Yu and Wei Tian and Weihan Wang and Wenbo Yu and Weng Lam Tam and Wenjie Liang and Wentao Liu and Xiao Wang and Xiaohan Jia and Xiaotao Gu and Xiaoying Ling and Xin Wang and Xing Fan and Xingru Pan and Xinyuan Zhang and Xinze Zhang and Xiuqing Fu and Xunkai Zhang and Yabo Xu and Yandong Wu and Yida Lu and Yidong Wang and Yilin Zhou and Yiming Pan and Ying Zhang and Yingli Wang and Yingru Li and Yinpei Su and Yipeng Geng and Yitong Zhu and Yongkun Yang and Yuhang Li and Yuhao Wu and Yujiang Li and Yunan Liu and Yunqing Wang and Yuntao Li and Yuxuan Zhang and Zezhen Liu and Zhen Yang and Zhengda Zhou and Zhongpei Qiao and Zhuoer Feng and Zhuorui Liu and Zichen Zhang and Zihan Wang and Zijun Yao and Zikang Wang and Ziqiang Liu and Ziwei Chai and Zixuan Li and Zuodong Zhao and Wenguang Chen and Jidong Zhai and Bin Xu and Minlie Huang and Hongning Wang and Juanzi Li and Yuxiao Dong and Jie Tang},
   year          = {2025},
   eprint        = {2508.06471},
   archiveprefix = {arXiv},
@@ -1265,7 +1265,7 @@
 
 @misc{ling15,
   title         = {Every FLOP Counts: Scaling a 300B Mixture-of-Experts LING LLM without Premium GPUs},
-  author        = {{Ling Team} and Binwei Zeng and Chao Huang and Chao Zhang and Changxin Tian and Cong Chen and Dingnan Jin and Feng Yu and Feng Zhu and Feng Yuan and Fakang Wang and Gangshan Wang and Guangyao Zhai and Haitao Zhang and Huizhong Li and Jun Zhou and Jia Liu and Junpeng Fang and Junjie Ou and Jun Hu and Ji Luo and Ji Zhang and Jian Liu and Jian Sha and Jianxue Qian and Jiewei Wu and Junping Zhao and Jianguo Li and Jubao Feng and Jingchao Di and Junming Xu and Jinghua Yao and Kuan Xu and Kewei Du and Longfei Li and Lei Liang and Lu Yu and Li Tang and Lin Ju and Peng Xu and Qing Cui and Song Liu and Shicheng Li and Shun Song and Song Yan and Tengwei Cai and Tianyi Chen and Ting Guo and Ting Huang and Tao Feng and Tao Wu and Wei Wu and Xiaolu Zhang and Xueming Yang and Xin Zhao and Xiaobo Hu and Xin Lin and Yao Zhao and Yilong Wang and Yongzhen Guo and Yuanyuan Wang and Yue Yang and Yang Cao and Yuhao Fu and Yi Xiong and Yanzhe Li and Zhe Li and Zhiqiang Zhang and Ziqi Liu and Zhaoxin Huan and Zujie Wen and Zhenhang Sun and Zhuoxuan Du and Zhengyu He},
+  author        = {Ling Team and Binwei Zeng and Chao Huang and Chao Zhang and Changxin Tian and Cong Chen and Dingnan Jin and Feng Yu and Feng Zhu and Feng Yuan and Fakang Wang and Gangshan Wang and Guangyao Zhai and Haitao Zhang and Huizhong Li and Jun Zhou and Jia Liu and Junpeng Fang and Junjie Ou and Jun Hu and Ji Luo and Ji Zhang and Jian Liu and Jian Sha and Jianxue Qian and Jiewei Wu and Junping Zhao and Jianguo Li and Jubao Feng and Jingchao Di and Junming Xu and Jinghua Yao and Kuan Xu and Kewei Du and Longfei Li and Lei Liang and Lu Yu and Li Tang and Lin Ju and Peng Xu and Qing Cui and Song Liu and Shicheng Li and Shun Song and Song Yan and Tengwei Cai and Tianyi Chen and Ting Guo and Ting Huang and Tao Feng and Tao Wu and Wei Wu and Xiaolu Zhang and Xueming Yang and Xin Zhao and Xiaobo Hu and Xin Lin and Yao Zhao and Yilong Wang and Yongzhen Guo and Yuanyuan Wang and Yue Yang and Yang Cao and Yuhao Fu and Yi Xiong and Yanzhe Li and Zhe Li and Zhiqiang Zhang and Ziqi Liu and Zhaoxin Huan and Zujie Wen and Zhenhang Sun and Zhuoxuan Du and Zhengyu He},
   year          = {2025},
   eprint        = {2503.05139},
   archiveprefix = {arXiv},
@@ -1285,7 +1285,7 @@
 
 @misc{kimik2,
   title         = {Kimi K2: Open Agentic Intelligence},
-  author        = {{Kimi Team} and Yifan Bai and Yiping Bao and Guanduo Chen and Jiahao Chen and Ningxin Chen and Ruijue Chen and Yanru Chen and Yuankun Chen and Yutian Chen and Zhuofu Chen and Jialei Cui and Hao Ding and Mengnan Dong and Angang Du and Chenzhuang Du and Dikang Du and Yulun Du and Yu Fan and Yichen Feng and Kelin Fu and Bofei Gao and Hongcheng Gao and Peizhong Gao and Tong Gao and Xinran Gu and Longyu Guan and Haiqing Guo and Jianhang Guo and Hao Hu and Xiaoru Hao and Tianhong He and Weiran He and Wenyang He and Chao Hong and Yangyang Hu and Zhenxing Hu and Weixiao Huang and Zhiqi Huang and Zihao Huang and Tao Jiang and Zhejun Jiang and Xinyi Jin and Yongsheng Kang and Guokun Lai and Cheng Li and Fang Li and Haoyang Li and Ming Li and Wentao Li and Yanhao Li and Yiwei Li and Zhaowei Li and Zheming Li and Hongzhan Lin and Xiaohan Lin and Zongyu Lin and Chengyin Liu and Chenyu Liu and Hongzhang Liu and Jingyuan Liu and Junqi Liu and Liang Liu and Shaowei Liu and T. Y. Liu and Tianwei Liu and Weizhou Liu and Yangyang Liu and Yibo Liu and Yiping Liu and Yue Liu and Zhengying Liu and Enzhe Lu and Lijun Lu and Shengling Ma and Xinyu Ma and Yingwei Ma and Shaoguang Mao and Jie Mei and Xin Men and Yibo Miao and Siyuan Pan and Yebo Peng and Ruoyu Qin and Bowen Qu and Zeyu Shang and Lidong Shi and Shengyuan Shi and Feifan Song and Jianlin Su and Zhengyuan Su and Xinjie Sun and Flood Sung and Heyi Tang and Jiawen Tao and Qifeng Teng and Chensi Wang and Dinglu Wang and Feng Wang and Haiming Wang and Jianzhou Wang and Jiaxing Wang and Jinhong Wang and Shengjie Wang and Shuyi Wang and Yao Wang and Yejie Wang and Yiqin Wang and Yuxin Wang and Yuzhi Wang and Zhaoji Wang and Zhengtao Wang and Zhexu Wang and Chu Wei and Qianqian Wei and Wenhao Wu and Xingzhe Wu and Yuxin Wu and Chenjun Xiao and Xiaotong Xie and Weimin Xiong and Boyu Xu and Jing Xu and Jinjing Xu and L. H. Xu and Lin Xu and Suting Xu and Weixin Xu and Xinran Xu and Yangchuan Xu and Ziyao Xu and Junjie Yan and Yuzi Yan and Xiaofei Yang and Ying Yang and Zhen Yang and Zhilin Yang and Zonghan Yang and Haotian Yao and Xingcheng Yao and Wenjie Ye and Zhuorui Ye and Bohong Yin and Longhui Yu and Enming Yuan and Hongbang Yuan and Mengjie Yuan and Haobing Zhan and Dehao Zhang and Hao Zhang and Wanlu Zhang and Xiaobin Zhang and Yangkun Zhang and Yizhi Zhang and Yongting Zhang and Yu Zhang and Yutao Zhang and Yutong Zhang and Zheng Zhang and Haotian Zhao and Yikai Zhao and Huabin Zheng and Shaojie Zheng and Jianren Zhou and Xinyu Zhou and Zaida Zhou and Zhen Zhu and Weiyu Zhuang and Xinxing Zu},
+  author        = {Kimi Team and Yifan Bai and Yiping Bao and Guanduo Chen and Jiahao Chen and Ningxin Chen and Ruijue Chen and Yanru Chen and Yuankun Chen and Yutian Chen and Zhuofu Chen and Jialei Cui and Hao Ding and Mengnan Dong and Angang Du and Chenzhuang Du and Dikang Du and Yulun Du and Yu Fan and Yichen Feng and Kelin Fu and Bofei Gao and Hongcheng Gao and Peizhong Gao and Tong Gao and Xinran Gu and Longyu Guan and Haiqing Guo and Jianhang Guo and Hao Hu and Xiaoru Hao and Tianhong He and Weiran He and Wenyang He and Chao Hong and Yangyang Hu and Zhenxing Hu and Weixiao Huang and Zhiqi Huang and Zihao Huang and Tao Jiang and Zhejun Jiang and Xinyi Jin and Yongsheng Kang and Guokun Lai and Cheng Li and Fang Li and Haoyang Li and Ming Li and Wentao Li and Yanhao Li and Yiwei Li and Zhaowei Li and Zheming Li and Hongzhan Lin and Xiaohan Lin and Zongyu Lin and Chengyin Liu and Chenyu Liu and Hongzhang Liu and Jingyuan Liu and Junqi Liu and Liang Liu and Shaowei Liu and T. Y. Liu and Tianwei Liu and Weizhou Liu and Yangyang Liu and Yibo Liu and Yiping Liu and Yue Liu and Zhengying Liu and Enzhe Lu and Lijun Lu and Shengling Ma and Xinyu Ma and Yingwei Ma and Shaoguang Mao and Jie Mei and Xin Men and Yibo Miao and Siyuan Pan and Yebo Peng and Ruoyu Qin and Bowen Qu and Zeyu Shang and Lidong Shi and Shengyuan Shi and Feifan Song and Jianlin Su and Zhengyuan Su and Xinjie Sun and Flood Sung and Heyi Tang and Jiawen Tao and Qifeng Teng and Chensi Wang and Dinglu Wang and Feng Wang and Haiming Wang and Jianzhou Wang and Jiaxing Wang and Jinhong Wang and Shengjie Wang and Shuyi Wang and Yao Wang and Yejie Wang and Yiqin Wang and Yuxin Wang and Yuzhi Wang and Zhaoji Wang and Zhengtao Wang and Zhexu Wang and Chu Wei and Qianqian Wei and Wenhao Wu and Xingzhe Wu and Yuxin Wu and Chenjun Xiao and Xiaotong Xie and Weimin Xiong and Boyu Xu and Jing Xu and Jinjing Xu and L. H. Xu and Lin Xu and Suting Xu and Weixin Xu and Xinran Xu and Yangchuan Xu and Ziyao Xu and Junjie Yan and Yuzi Yan and Xiaofei Yang and Ying Yang and Zhen Yang and Zhilin Yang and Zonghan Yang and Haotian Yao and Xingcheng Yao and Wenjie Ye and Zhuorui Ye and Bohong Yin and Longhui Yu and Enming Yuan and Hongbang Yuan and Mengjie Yuan and Haobing Zhan and Dehao Zhang and Hao Zhang and Wanlu Zhang and Xiaobin Zhang and Yangkun Zhang and Yizhi Zhang and Yongting Zhang and Yu Zhang and Yutao Zhang and Yutong Zhang and Zheng Zhang and Haotian Zhao and Yikai Zhao and Huabin Zheng and Shaojie Zheng and Jianren Zhou and Xinyu Zhou and Zaida Zhou and Zhen Zhu and Weiyu Zhuang and Xinxing Zu},
   year          = {2025},
   eprint        = {2507.20534},
   archiveprefix = {arXiv},
@@ -1395,7 +1395,7 @@
 
 @misc{nemotronh,
   title         = {Nemotron-H: A Family of Accurate and Efficient Hybrid Mamba-Transformer Models},
-  author        = {NVIDIA and Aaron Blakeman and Aarti Basant and Abhinav Khattar and Adithya Renduchintala and Akhiad Bercovich and Aleksander Ficek and Alexis Bjorlin and Ali Taghibakhshi and Amala Sanjay Deshmukh and Ameya Sunil Mahabaleshwarkar and Andrew Tao and Anna Shors and Ashwath Aithal and Ashwin Poojary and Ayush Dattagupta and Balaram Buddharaju and Bobby Chen and Boris Ginsburg and Boxin Wang and Brandon Norick and Brian Butterfield and Bryan Catanzaro and Carlo del Mundo and Chengyu Dong and Christine Harvey and Christopher Parisien and Dan Su and Daniel Korzekwa and Danny Yin and Daria Gitman and David Mosallanezhad and Deepak Narayanan and Denys Fridman and Dima Rekesh and Ding Ma and Dmytro Pykhtar and Dong Ahn and Duncan Riach and Dusan Stosic and Eileen Long and Elad Segal and Ellie Evans and Eric Chung and Erick Galinkin and Evelina Bakhturina and Ewa Dobrowolska and Fei Jia and Fuxiao Liu and Gargi Prasad and Gerald Shen and Guilin Liu and Guo Chen and Haifeng Qian and Helen Ngo and Hongbin Liu and Hui Li and Igor Gitman and Ilia Karmanov and Ivan Moshkov and Izik Golan and Jan Kautz and Jane Polak Scowcroft and Jared Casper and Jarno Seppanen and Jason Lu and Jason Sewall and Jiaqi Zeng and Jiaxuan You and Jimmy Zhang and Jing Zhang and Jining Huang and Jinze Xue and Jocelyn Huang and Joey Conway and John Kamalu and Jon Barker and Jonathan Cohen and Joseph Jennings and Jupinder Parmar and Karan Sapra and Kari Briski and Kateryna Chumachenko and Katherine Luna and Keshav Santhanam and Kezhi Kong and Kirthi Sivamani and Krzysztof Pawelec and Kumar Anik and Kunlun Li and Lawrence McAfee and Leon Derczynski and Lindsey Pavao and Luis Vega and Lukas Voegtle and Maciej Bala and Maer Rodrigues de Melo and Makesh Narsimhan Sreedhar and Marcin Chochowski and Markus Kliegl and Marta Stepniewska-Dziubinska and Matthieu Le and Matvei Novikov and Mehrzad Samadi and Michael Andersch and Michael Evans and Miguel Martinez and Mike Chrzanowski and Mike Ranzinger and Mikolaj Blaz and Misha Smelyanskiy and Mohamed Fawzy and Mohammad Shoeybi and Mostofa Patwary and Nayeon Lee and Nima Tajbakhsh and Ning Xu and Oleg Rybakov and Oleksii Kuchaiev and Olivier Delalleau and Osvald Nitski and Parth Chadha and Pasha Shamis and Paulius Micikevicius and Pavlo Molchanov and Peter Dykas and Philipp Fischer and Pierre-Yves Aquilanti and Piotr Bialecki and Prasoon Varshney and Pritam Gundecha and Przemek Tredak and Rabeeh Karimi and Rahul Kandu and Ran El-Yaniv and Raviraj Joshi and Roger Waleffe and Ruoxi Zhang and Sabrina Kavanaugh and Sahil Jain and Samuel Kriman and Sangkug Lym and Sanjeev Satheesh and Saurav Muralidharan and Sean Narenthiran and Selvaraj Anandaraj and Seonmyeong Bak and Sergey Kashirsky and Seungju Han and Shantanu Acharya and Shaona Ghosh and Sharath Turuvekere Sreenivas and Sharon Clay and Shelby Thomas and Shrimai Prabhumoye and Shubham Pachori and Shubham Toshniwal and Shyamala Prayaga and Siddhartha Jain and Sirshak Das and Slawek Kierat and Somshubra Majumdar and Song Han and Soumye Singhal and Sriharsha Niverty and Stefania Alborghetti and Suseella Panguluri and Swetha Bhendigeri and Syeda Nahida Akter and Szymon Migacz and Tal Shiri and Terry Kong and Timo Roman and Tomer Ronen and Trisha Saar and Tugrul Konuk and Tuomas Rintamaki and Tyler Poon and Ushnish De and Vahid Noroozi and Varun Singh and Vijay Korthikanti and Vitaly Kurin and Wasi Uddin Ahmad and Wei Du and Wei Ping and Wenliang Dai and Wonmin Byeon and Xiaowei Ren and Yao Xu and Yejin Choi and Yian Zhang and Ying Lin and Yoshi Suhara and Zhiding Yu and Zhiqi Li and Zhiyu Li and Zhongbo Zhu and Zhuolin Yang and Zijia Chen},
+  author        = {NVIDIA and : and Aaron Blakeman and Aarti Basant and Abhinav Khattar and Adithya Renduchintala and Akhiad Bercovich and Aleksander Ficek and Alexis Bjorlin and Ali Taghibakhshi and Amala Sanjay Deshmukh and Ameya Sunil Mahabaleshwarkar and Andrew Tao and Anna Shors and Ashwath Aithal and Ashwin Poojary and Ayush Dattagupta and Balaram Buddharaju and Bobby Chen and Boris Ginsburg and Boxin Wang and Brandon Norick and Brian Butterfield and Bryan Catanzaro and Carlo del Mundo and Chengyu Dong and Christine Harvey and Christopher Parisien and Dan Su and Daniel Korzekwa and Danny Yin and Daria Gitman and David Mosallanezhad and Deepak Narayanan and Denys Fridman and Dima Rekesh and Ding Ma and Dmytro Pykhtar and Dong Ahn and Duncan Riach and Dusan Stosic and Eileen Long and Elad Segal and Ellie Evans and Eric Chung and Erick Galinkin and Evelina Bakhturina and Ewa Dobrowolska and Fei Jia and Fuxiao Liu and Gargi Prasad and Gerald Shen and Guilin Liu and Guo Chen and Haifeng Qian and Helen Ngo and Hongbin Liu and Hui Li and Igor Gitman and Ilia Karmanov and Ivan Moshkov and Izik Golan and Jan Kautz and Jane Polak Scowcroft and Jared Casper and Jarno Seppanen and Jason Lu and Jason Sewall and Jiaqi Zeng and Jiaxuan You and Jimmy Zhang and Jing Zhang and Jining Huang and Jinze Xue and Jocelyn Huang and Joey Conway and John Kamalu and Jon Barker and Jonathan Cohen and Joseph Jennings and Jupinder Parmar and Karan Sapra and Kari Briski and Kateryna Chumachenko and Katherine Luna and Keshav Santhanam and Kezhi Kong and Kirthi Sivamani and Krzysztof Pawelec and Kumar Anik and Kunlun Li and Lawrence McAfee and Leon Derczynski and Lindsey Pavao and Luis Vega and Lukas Voegtle and Maciej Bala and Maer Rodrigues de Melo and Makesh Narsimhan Sreedhar and Marcin Chochowski and Markus Kliegl and Marta Stepniewska-Dziubinska and Matthieu Le and Matvei Novikov and Mehrzad Samadi and Michael Andersch and Michael Evans and Miguel Martinez and Mike Chrzanowski and Mike Ranzinger and Mikolaj Blaz and Misha Smelyanskiy and Mohamed Fawzy and Mohammad Shoeybi and Mostofa Patwary and Nayeon Lee and Nima Tajbakhsh and Ning Xu and Oleg Rybakov and Oleksii Kuchaiev and Olivier Delalleau and Osvald Nitski and Parth Chadha and Pasha Shamis and Paulius Micikevicius and Pavlo Molchanov and Peter Dykas and Philipp Fischer and Pierre-Yves Aquilanti and Piotr Bialecki and Prasoon Varshney and Pritam Gundecha and Przemek Tredak and Rabeeh Karimi and Rahul Kandu and Ran El-Yaniv and Raviraj Joshi and Roger Waleffe and Ruoxi Zhang and Sabrina Kavanaugh and Sahil Jain and Samuel Kriman and Sangkug Lym and Sanjeev Satheesh and Saurav Muralidharan and Sean Narenthiran and Selvaraj Anandaraj and Seonmyeong Bak and Sergey Kashirsky and Seungju Han and Shantanu Acharya and Shaona Ghosh and Sharath Turuvekere Sreenivas and Sharon Clay and Shelby Thomas and Shrimai Prabhumoye and Shubham Pachori and Shubham Toshniwal and Shyamala Prayaga and Siddhartha Jain and Sirshak Das and Slawek Kierat and Somshubra Majumdar and Song Han and Soumye Singhal and Sriharsha Niverty and Stefania Alborghetti and Suseella Panguluri and Swetha Bhendigeri and Syeda Nahida Akter and Szymon Migacz and Tal Shiri and Terry Kong and Timo Roman and Tomer Ronen and Trisha Saar and Tugrul Konuk and Tuomas Rintamaki and Tyler Poon and Ushnish De and Vahid Noroozi and Varun Singh and Vijay Korthikanti and Vitaly Kurin and Wasi Uddin Ahmad and Wei Du and Wei Ping and Wenliang Dai and Wonmin Byeon and Xiaowei Ren and Yao Xu and Yejin Choi and Yian Zhang and Ying Lin and Yoshi Suhara and Zhiding Yu and Zhiqi Li and Zhiyu Li and Zhongbo Zhu and Zhuolin Yang and Zijia Chen},
   year          = {2025},
   eprint        = {2504.03624},
   archiveprefix = {arXiv},
@@ -1577,7 +1577,7 @@
 
 @misc{nvidia2025nvidianemotronnano2,
       title={NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model}, 
-      author={NVIDIA and Aarti Basant and Abhijit Khairnar and Abhijit Paithankar and Abhinav Khattar and Adithya Renduchintala and Aditya Malte and Akhiad Bercovich and Akshay Hazare and Alejandra Rico and Aleksander Ficek and Alex Kondratenko and Alex Shaposhnikov and Alexander Bukharin and Ali Taghibakhshi and Amelia Barton and Ameya Sunil Mahabaleshwarkar and Amy Shen and Andrew Tao and Ann Guan and Anna Shors and Anubhav Mandarwal and Arham Mehta and Arun Venkatesan and Ashton Sharabiani and Ashwath Aithal and Ashwin Poojary and Ayush Dattagupta and Balaram Buddharaju and Banghua Zhu and Barnaby Simkin and Bilal Kartal and Bita Darvish Rouhani and Bobby Chen and Boris Ginsburg and Brandon Norick and Brian Yu and Bryan Catanzaro and Charles Wang and Charlie Truong and Chetan Mungekar and Chintan Patel and Chris Alexiuk and Christian Munley and Christopher Parisien and Dan Su and Daniel Afrimi and Daniel Korzekwa and Daniel Rohrer and Daria Gitman and David Mosallanezhad and Deepak Narayanan and Dima Rekesh and Dina Yared and Dmytro Pykhtar and Dong Ahn and Duncan Riach and Eileen Long and Elliott Ning and Eric Chung and Erick Galinkin and Evelina Bakhturina and Gargi Prasad and Gerald Shen and Haifeng Qian and Haim Elisha and Harsh Sharma and Hayley Ross and Helen Ngo and Herman Sahota and Hexin Wang and Hoo Chang Shin and Hua Huang and Iain Cunningham and Igor Gitman and Ivan Moshkov and Jaehun Jung and Jan Kautz and Jane Polak Scowcroft and Jared Casper and Jian Zhang and Jiaqi Zeng and Jimmy Zhang and Jinze Xue and Jocelyn Huang and Joey Conway and John Kamalu and Jonathan Cohen and Joseph Jennings and Julien Veron Vialard and Junkeun Yi and Jupinder Parmar and Kari Briski and Katherine Cheung and Katherine Luna and Keith Wyss and Keshav Santhanam and Kezhi Kong and Krzysztof Pawelec and Kumar Anik and Kunlun Li and Kushan Ahmadian and Lawrence McAfee and Laya Sleiman and Leon Derczynski and Luis Vega and Maer Rodrigues de Melo and Makesh Narsimhan Sreedhar and Marcin Chochowski and Mark Cai and Markus Kliegl and Marta Stepniewska-Dziubinska and Matvei Novikov and Mehrzad Samadi and Meredith Price and Meriem Boubdir and Michael Boone and Michael Evans and Michal Bien and Michal Zawalski and Miguel Martinez and Mike Chrzanowski and Mohammad Shoeybi and Mostofa Patwary and Namit Dhameja and Nave Assaf and Negar Habibi and Nidhi Bhatia and Nikki Pope and Nima Tajbakhsh and Nirmal Kumar Juluru and Oleg Rybakov and Oleksii Hrinchuk and Oleksii Kuchaiev and Oluwatobi Olabiyi and Pablo Ribalta and Padmavathy Subramanian and Parth Chadha and Pavlo Molchanov and Peter Dykas and Peter Jin and Piotr Bialecki and Piotr Januszewski and Pradeep Thalasta and Prashant Gaikwad and Prasoon Varshney and Pritam Gundecha and Przemek Tredak and Rabeeh Karimi Mahabadi and Rajen Patel and Ran El-Yaniv and Ranjit Rajan and Ria Cheruvu and Rima Shahbazyan and Ritika Borkar and Ritu Gala and Roger Waleffe and Ruoxi Zhang and Russell J. Hewett and Ryan Prenger and Sahil Jain and Samuel Kriman and Sanjeev Satheesh and Saori Kaji and Sarah Yurick and Saurav Muralidharan and Sean Narenthiran and Seonmyeong Bak and Sepehr Sameni and Seungju Han and Shanmugam Ramasamy and Shaona Ghosh and Sharath Turuvekere Sreenivas and Shelby Thomas and Shizhe Diao and Shreya Gopal and Shrimai Prabhumoye and Shubham Toshniwal and Shuoyang Ding and Siddharth Singh and Siddhartha Jain and Somshubra Majumdar and Soumye Singhal and Stefania Alborghetti and Syeda Nahida Akter and Terry Kong and Tim Moon and Tomasz Hliwiak and Tomer Asida and Tony Wang and Tugrul Konuk and Twinkle Vashishth and Tyler Poon and Udi Karpas and Vahid Noroozi and Venkat Srinivasan and Vijay Korthikanti and Vikram Fugro and Vineeth Kalluru and Vitaly Kurin and Vitaly Lavrukhin and Wasi Uddin Ahmad and Wei Du and Wonmin Byeon and Ximing Lu and Xin Dong and Yashaswi Karnati and Yejin Choi and Yian Zhang and Ying Lin and Yonggan Fu and Yoshi Suhara and Zhen Dong and Zhiyu Li and Zhongbo Zhu and Zijia Chen},
+      author={NVIDIA and : and Aarti Basant and Abhijit Khairnar and Abhijit Paithankar and Abhinav Khattar and Adithya Renduchintala and Aditya Malte and Akhiad Bercovich and Akshay Hazare and Alejandra Rico and Aleksander Ficek and Alex Kondratenko and Alex Shaposhnikov and Alexander Bukharin and Ali Taghibakhshi and Amelia Barton and Ameya Sunil Mahabaleshwarkar and Amy Shen and Andrew Tao and Ann Guan and Anna Shors and Anubhav Mandarwal and Arham Mehta and Arun Venkatesan and Ashton Sharabiani and Ashwath Aithal and Ashwin Poojary and Ayush Dattagupta and Balaram Buddharaju and Banghua Zhu and Barnaby Simkin and Bilal Kartal and Bita Darvish Rouhani and Bobby Chen and Boris Ginsburg and Brandon Norick and Brian Yu and Bryan Catanzaro and Charles Wang and Charlie Truong and Chetan Mungekar and Chintan Patel and Chris Alexiuk and Christian Munley and Christopher Parisien and Dan Su and Daniel Afrimi and Daniel Korzekwa and Daniel Rohrer and Daria Gitman and David Mosallanezhad and Deepak Narayanan and Dima Rekesh and Dina Yared and Dmytro Pykhtar and Dong Ahn and Duncan Riach and Eileen Long and Elliott Ning and Eric Chung and Erick Galinkin and Evelina Bakhturina and Gargi Prasad and Gerald Shen and Haifeng Qian and Haim Elisha and Harsh Sharma and Hayley Ross and Helen Ngo and Herman Sahota and Hexin Wang and Hoo Chang Shin and Hua Huang and Iain Cunningham and Igor Gitman and Ivan Moshkov and Jaehun Jung and Jan Kautz and Jane Polak Scowcroft and Jared Casper and Jian Zhang and Jiaqi Zeng and Jimmy Zhang and Jinze Xue and Jocelyn Huang and Joey Conway and John Kamalu and Jonathan Cohen and Joseph Jennings and Julien Veron Vialard and Junkeun Yi and Jupinder Parmar and Kari Briski and Katherine Cheung and Katherine Luna and Keith Wyss and Keshav Santhanam and Kezhi Kong and Krzysztof Pawelec and Kumar Anik and Kunlun Li and Kushan Ahmadian and Lawrence McAfee and Laya Sleiman and Leon Derczynski and Luis Vega and Maer Rodrigues de Melo and Makesh Narsimhan Sreedhar and Marcin Chochowski and Mark Cai and Markus Kliegl and Marta Stepniewska-Dziubinska and Matvei Novikov and Mehrzad Samadi and Meredith Price and Meriem Boubdir and Michael Boone and Michael Evans and Michal Bien and Michal Zawalski and Miguel Martinez and Mike Chrzanowski and Mohammad Shoeybi and Mostofa Patwary and Namit Dhameja and Nave Assaf and Negar Habibi and Nidhi Bhatia and Nikki Pope and Nima Tajbakhsh and Nirmal Kumar Juluru and Oleg Rybakov and Oleksii Hrinchuk and Oleksii Kuchaiev and Oluwatobi Olabiyi and Pablo Ribalta and Padmavathy Subramanian and Parth Chadha and Pavlo Molchanov and Peter Dykas and Peter Jin and Piotr Bialecki and Piotr Januszewski and Pradeep Thalasta and Prashant Gaikwad and Prasoon Varshney and Pritam Gundecha and Przemek Tredak and Rabeeh Karimi Mahabadi and Rajen Patel and Ran El-Yaniv and Ranjit Rajan and Ria Cheruvu and Rima Shahbazyan and Ritika Borkar and Ritu Gala and Roger Waleffe and Ruoxi Zhang and Russell J. Hewett and Ryan Prenger and Sahil Jain and Samuel Kriman and Sanjeev Satheesh and Saori Kaji and Sarah Yurick and Saurav Muralidharan and Sean Narenthiran and Seonmyeong Bak and Sepehr Sameni and Seungju Han and Shanmugam Ramasamy and Shaona Ghosh and Sharath Turuvekere Sreenivas and Shelby Thomas and Shizhe Diao and Shreya Gopal and Shrimai Prabhumoye and Shubham Toshniwal and Shuoyang Ding and Siddharth Singh and Siddhartha Jain and Somshubra Majumdar and Soumye Singhal and Stefania Alborghetti and Syeda Nahida Akter and Terry Kong and Tim Moon and Tomasz Hliwiak and Tomer Asida and Tony Wang and Tugrul Konuk and Twinkle Vashishth and Tyler Poon and Udi Karpas and Vahid Noroozi and Venkat Srinivasan and Vijay Korthikanti and Vikram Fugro and Vineeth Kalluru and Vitaly Kurin and Vitaly Lavrukhin and Wasi Uddin Ahmad and Wei Du and Wonmin Byeon and Ximing Lu and Xin Dong and Yashaswi Karnati and Yejin Choi and Yian Zhang and Ying Lin and Yonggan Fu and Yoshi Suhara and Zhen Dong and Zhiyu Li and Zhongbo Zhu and Zijia Chen},
       year={2025},
       eprint={2508.14444},
       archivePrefix={arXiv},
@@ -1587,7 +1587,7 @@
 
 @misc{nvidia2024nemotron4340btechnicalreport,
       title={Nemotron-4 340B Technical Report}, 
-      author={Nvidia and Bo Adler and Niket Agarwal and Ashwath Aithal and Dong H. Anh and Pallab Bhattacharya and Annika Brundyn and Jared Casper and Bryan Catanzaro and Sharon Clay and Jonathan Cohen and Sirshak Das and Ayush Dattagupta and Olivier Delalleau and Leon Derczynski and Yi Dong and Daniel Egert and Ellie Evans and Aleksander Ficek and Denys Fridman and Shaona Ghosh and Boris Ginsburg and Igor Gitman and Tomasz Grzegorzek and Robert Hero and Jining Huang and Vibhu Jawa and Joseph Jennings and Aastha Jhunjhunwala and John Kamalu and Sadaf Khan and Oleksii Kuchaiev and Patrick LeGresley and Hui Li and Jiwei Liu and Zihan Liu and Eileen Long and Ameya Sunil Mahabaleshwarkar and Somshubra Majumdar and James Maki and Miguel Martinez and Maer Rodrigues de Melo and Ivan Moshkov and Deepak Narayanan and Sean Narenthiran and Jesus Navarro and Phong Nguyen and Osvald Nitski and Vahid Noroozi and Guruprasad Nutheti and Christopher Parisien and Jupinder Parmar and Mostofa Patwary and Krzysztof Pawelec and Wei Ping and Shrimai Prabhumoye and Rajarshi Roy and Trisha Saar and Vasanth Rao Naik Sabavat and Sanjeev Satheesh and Jane Polak Scowcroft and Jason Sewall and Pavel Shamis and Gerald Shen and Mohammad Shoeybi and Dave Sizer and Misha Smelyanskiy and Felipe Soares and Makesh Narsimhan Sreedhar and Dan Su and Sandeep Subramanian and Shengyang Sun and Shubham Toshniwal and Hao Wang and Zhilin Wang and Jiaxuan You and Jiaqi Zeng and Jimmy Zhang and Jing Zhang and Vivienne Zhang and Yian Zhang and Chen Zhu},
+      author={Nvidia and : and Bo Adler and Niket Agarwal and Ashwath Aithal and Dong H. Anh and Pallab Bhattacharya and Annika Brundyn and Jared Casper and Bryan Catanzaro and Sharon Clay and Jonathan Cohen and Sirshak Das and Ayush Dattagupta and Olivier Delalleau and Leon Derczynski and Yi Dong and Daniel Egert and Ellie Evans and Aleksander Ficek and Denys Fridman and Shaona Ghosh and Boris Ginsburg and Igor Gitman and Tomasz Grzegorzek and Robert Hero and Jining Huang and Vibhu Jawa and Joseph Jennings and Aastha Jhunjhunwala and John Kamalu and Sadaf Khan and Oleksii Kuchaiev and Patrick LeGresley and Hui Li and Jiwei Liu and Zihan Liu and Eileen Long and Ameya Sunil Mahabaleshwarkar and Somshubra Majumdar and James Maki and Miguel Martinez and Maer Rodrigues de Melo and Ivan Moshkov and Deepak Narayanan and Sean Narenthiran and Jesus Navarro and Phong Nguyen and Osvald Nitski and Vahid Noroozi and Guruprasad Nutheti and Christopher Parisien and Jupinder Parmar and Mostofa Patwary and Krzysztof Pawelec and Wei Ping and Shrimai Prabhumoye and Rajarshi Roy and Trisha Saar and Vasanth Rao Naik Sabavat and Sanjeev Satheesh and Jane Polak Scowcroft and Jason Sewall and Pavel Shamis and Gerald Shen and Mohammad Shoeybi and Dave Sizer and Misha Smelyanskiy and Felipe Soares and Makesh Narsimhan Sreedhar and Dan Su and Sandeep Subramanian and Shengyang Sun and Shubham Toshniwal and Hao Wang and Zhilin Wang and Jiaxuan You and Jiaqi Zeng and Jimmy Zhang and Jing Zhang and Vivienne Zhang and Yian Zhang and Chen Zhu},
       year={2024},
       eprint={2406.11704},
       archivePrefix={arXiv},

app/src/content/embeds/aws-bandwidth-bottleneck.html

@@ -321,6 +321,52 @@
     font-weight: 600;
     color: var(--primary-color);
   }
+
+  /* Checkbox styling for the bandwidth toggle */
+  #real-bandwidth-toggle {
+    appearance: none;
+    width: 16px;
+    height: 16px;
+    border: 2px solid var(--border-color);
+    border-radius: 3px;
+    background-color: var(--page-bg);
+    cursor: pointer;
+    position: relative;
+    transition: all 0.2s ease;
+    margin-right: 8px;
+  }
+
+  #real-bandwidth-toggle:hover {
+    border-color: var(--primary-color);
+  }
+
+  #real-bandwidth-toggle:focus {
+    outline: none;
+    border-color: var(--primary-color);
+    box-shadow: 0 0 0 2px rgba(from var(--primary-color) r g b / 0.1);
+  }
+
+  #real-bandwidth-toggle:checked {
+    background-color: var(--primary-color);
+    border-color: var(--primary-color);
+  }
+
+  #real-bandwidth-toggle:checked::before {
+    content: '';
+    position: absolute;
+    top: 1px;
+    left: 4px;
+    width: 4px;
+    height: 8px;
+    border: solid var(--on-primary);
+    border-width: 0 2px 2px 0;
+    transform: rotate(45deg);
+  }
+
+  #real-bandwidth-toggle:disabled {
+    opacity: 0.6;
+    cursor: not-allowed;
+  }
 </style>
 
 <script src="https://cdnjs.cloudflare.com/ajax/libs/svg.js/3.2.5/svg.min.js"></script>
@@ -1650,8 +1696,8 @@
 
       // For single ensemble (CPU-GPU, GPU-GPU via CPU, storage paths), zoom in more
       if (ensembleCount === 1 && systemCount === 1) {
-        viewboxWidth *= 0.75;  // Zoom in by reducing viewbox width
-        viewboxHeight *= 0.75; // Zoom in by reducing viewbox height
+        viewboxWidth *= 0.65;  // Zoom in by reducing viewbox width (increased from 0.75)
+        viewboxHeight *= 0.65; // Zoom in by reducing viewbox height (increased from 0.75)
       }
 
       // For 2 systems in vertical layout, use scaled dimensions
@@ -1705,7 +1751,7 @@
 
       // For single ensemble, shift content up slightly
       if (ensembleCount === 1 && systemCount === 1) {
-        viewboxY += 80;  // Shift up by reducing viewboxY
+        viewboxY += 150;  // Shift up by reducing viewboxY (reduced from 80)
       }
 
       // For single node mode (no Node/NUMA groups), shift content down by 50px
@@ -1818,7 +1864,7 @@
       const baseCrossLinksGroup = svg.querySelector('g[data-group="base-cross-links"]');
 
       if (baseLinksGroup) {
-        baseLinksGroup.style.opacity = '0.2';
+        baseLinksGroup.style.opacity = '0.35';
 
         // Increase stroke width of group borders to make them more visible when ghosted
         baseLinksGroup.querySelectorAll('[data-group-border]').forEach(border => {
@@ -1827,15 +1873,15 @@
         });
       }
       if (baseCrossLinksGroup) {
-        baseCrossLinksGroup.style.opacity = '0.1';
+        baseCrossLinksGroup.style.opacity = '0.25';
       }
 
       // Dim nodes individually (they're not in a group)
       svg.querySelectorAll('g[data-node-type]').forEach(el => {
-        el.style.opacity = '0.5';
+        el.style.opacity = '0.6';
         // Dim text labels
         el.querySelectorAll('text').forEach(text => {
-          text.style.opacity = '0.15';
+          text.style.opacity = '0.25';
         });
       });
 
@@ -1929,7 +1975,7 @@
             legendItem.style.opacity = '1';
           } else {
             // Not used - ghosted
-            legendItem.style.opacity = '0.25';
+            legendItem.style.opacity = '0.4';
           }
         });
       }
@@ -2349,8 +2395,8 @@
         const isChecked = showRealBandwidthsOverride === true || (showRealBandwidthsOverride === null && embedConfig.showRealBandwidths);
         const controlsHTML = `
           <div>
-            <label id="real-bandwidth-label" style="display: flex; align-items: center; gap: 8px; font-size: 12px; color: var(--text-color); cursor: pointer; opacity: 0.3; transition: opacity 0.2s;">
-              <input type="checkbox" id="real-bandwidth-toggle" ${isChecked ? 'checked' : ''} style="cursor: pointer;" disabled>
+            <label id="real-bandwidth-label" style="display: flex; align-items: center; gap: 0px; font-size: 14px; color: var(--text-color); cursor: pointer; opacity: 0.3; transition: opacity 0.2s;">
+              <input type="checkbox" id="real-bandwidth-toggle" ${isChecked ? 'checked' : ''} disabled>
               <span>Show Real Bandwidths</span>
             </label>
           </div>

app/src/styles/_layout.css

@@ -81,6 +81,14 @@
   padding: calc(var(--content-padding-x)*2);
   border-radius: calc(var(--button-radius)*2);
   background-color: var(--page-bg);
+  -webkit-mask:
+    linear-gradient(to right, transparent 0px, black 20px, black calc(100% - 20px), transparent 100%),
+    linear-gradient(to bottom, transparent 0px, black 20px, black calc(100% - 20px), transparent 100%);
+  -webkit-mask-composite: intersect;
+  mask:
+    linear-gradient(to right, transparent 0px, black 20px, black calc(100% - 20px), transparent 100%),
+    linear-gradient(to bottom, transparent 0px, black 20px, black calc(100% - 20px), transparent 100%);
+  mask-composite: intersect;
 }
 
 .wide>* {
@@ -92,6 +100,9 @@
   width: 100vw;
   margin-left: calc(50% - 50vw);
   margin-right: calc(50% - 50vw);
+  padding: calc(var(--content-padding-x)*2);
+  border-radius: calc(var(--button-radius)*2);
+  background-color: var(--page-bg);
 }
 
 @media (--bp-content-collapse) {

app/src/styles/components/_card.css

@@ -25,9 +25,7 @@
 }
 
 .card:hover {
-    transform: translateY(-2px);
     box-shadow: 0 4px 16px rgba(0, 0, 0, 0.12);
-    border-color: var(--muted-color) !important;
 }