LoveSy

[Jensen Huang @JensenHuang]

For my first post, I’m sharing a letter @NVIDIA signed on why open models matter.

AI will transform every industry, power every company, and be built by every country.

Open models strengthen safety and cybersecurity, accelerate innovation and diffusion, and enable sovereignty.

The world needs both frontier closed models and frontier open models.

https://t.co/AUKzoQ5Ikb

[Enze Xie @xieenze_jr]

🚀 SANA-Video 2.0 is here!

A full-stack optimized video model designed for efficiency — while still delivering high quality.

We combine a hybrid architecture closely related to the recent Kimi K3 design, adopt Self-Flow from FLUX 3, and further accelerate it with our own Sol-Engine.

Key technical ingredients:
🧠 Hybrid Linear–Softmax Attention
3 gated linear layers + 1 gated-softmax anchor (75% linear / 25% softmax)

🧱 Block Attention Residuals (AttnRes)
Boosts deep-layer effective rank by ~12%

🏗️ Unified 5B & 14B models
Trained from scratch under very limited resources:
• 5B → only 16 nodes of H100
• 14B → 48 nodes of B200

Results 📊
• 84.30 VBench Total
• 3.2× faster DiT forward than matched full-softmax at 720p/60s
• 720p/5s in 13.06s on a single H100 with Sol-Engine
• 120× faster than Wan 2.2-A14B under the same one-H100 setup

SANA-Video 2.0 shows that high-quality 720p video generation can be both efficient and practical on a single GPU.

🎬 Project: https://t.co/40uvReE9oE
📄 Paper: https://t.co/cmJZhU64pp
💻 Code: https://t.co/3UlHHqdv0Y

Proud of the team! 🎉 More details below 🧵

[LoveSy @shanasaimoe]

@topjohnwu Sad, US only

[Enze Xie @xieenze_jr]

We (@lawrence_cjs, @yuyangzhao_ , @shanasaimoe) from the SANA team just posted a blog on the core of Linear Attention: how it achieves infinite context lengths with global awareness but constant memory usage! We explore state accumulation mechanics, the evolution from Softmax to Linear KV caches, applications in long video generation (like our SANA-Video), and advanced strategies for LLMs to overcome retrieval limits. Perfect for scalable AI! Read more: https://t.co/yJRtVTkt1r

[ゲマ【ゲーマーズ公式】 @gamers_no_gema]

📚書籍予約📚

⚔️11/10(金)発売⚔️
#高橋弥七郎 先生の #シャナ最新刊 !!
「#灼眼のシャナ SIV」

🔥限定版🔥のフルセット！
いとうのいぢ先生(@itoww)イラストの
「A5キャラファイングラフ」+「全巻収納BOX(2個)」付きゲマ
https://t.co/BykwohE2R6

[Neovim, e/plugins @Neovim]

We are heartbroken by the loss of the Vim boss.

Rest in peace, Bram.

[電撃文庫 @bunko_dengeki]

◤完結から11年の時を経て最新刊が登場！◢

電撃文庫MAGAZINEに掲載された短編２本に加え、
書き下ろし短編２本を加えた特別編！

『灼眼のシャナS IV（仮）』

著／高橋弥七郎　イラスト／いとうのいぢ

Coming Soon！

30周年特設サイト▽
https://t.co/y1RFUTiHFp

#電撃文庫30周年超感謝

[舘津テト @teto_t3]

灼眼のシャナSIV（S4）発売決定ありがとうございますありがとうございます……😂
令和の世にまたシャナ新刊が読める幸せ😭
クイディティも収録されるのかな？！？！謎バトルスーツ！！！
#シャナ

[電撃文庫 @bunko_dengeki]

『灼眼のシャナ』最新刊、電撃文庫『灼眼のシャナSIV（仮）』が、2023年発売決定！
さらに特別企画として、電撃文庫の外伝巻末の恒例企画、「狩人のフリアグネ」の新規収録が決定！
あなたが聞きたい質問を、ハッシュタグ「＃シャナ最新刊」をつけて投稿してください！
詳細は画像をチェック！
#シャナ

[John Wu @topjohnwu]

I'm busy with work lately, so it has been a while, but I just published a new Magisk canary build!

The most notable change is the brand new magic mount backend, contributed by @shanasaimoe and LSPosed folks. It now properly supports overlayfs systems 🎉

[BBC News 中文 @bbcchinese]

【最新消息】据中国新华社报道，前中共中央总书记、中国国家主席、中央军委主席江泽民于11月30日中午在上海逝世，享年96岁。

[Zhenpeng (Leo) Lin @Markak_]

The latest Google Pixel 6 pwned with a 0day in kernel! Achieved arbitrary read/write to escalate privilege and disable SELinux without hijacking control flow. The bug also affects Pixel 6 Pro, other Pixels are not affected :)

[E2V-SDE Parody @e2v_sde_parody]

Here we share a video to present how our E2V-SDE paper (that has been accepted to #CVPR2022) largely consists of texts that are uncredited verbatim copies from more than 10 previously published papers. Enjoy!
https://t.co/BrlGpQdNLH

#CVPR22 @CVPR @CSProfKGD @CVPRConf

[LoveSy @shanasaimoe]

@kotori219

[John Wu @topjohnwu]

@shawnwillden For some reason, Pixel 6 moved its stab to /system/etc. MagiskInit was no longer able to patch the mount tables at runtime, and therefore things broke 😃

The commit that fixed the issue also linked to the commit in AOSP that introduced this change.

https://t.co/ZpyufOD5xZ

[John Wu @topjohnwu]

Here is a new *pure Java* library to bypass Android's hidden API restrictions.

The details are written in Chinese, but the gist is: using Java's Unsafe API, it directly accesses native pointers in ART and reconstruct Java reflection objects from it.

https://t.co/LU2rFnY2Dq

[舘津テト @teto_t3]

電撃文庫様より本日発売の『リベリオ・マキナ（著：ミサキナギ 絵：れい亜）』！！
そのコミカライズを電撃大王様にて連載担当させて頂くことになりました！
とっても面白い作品なので皆様まずは小説をよろしくお願いいたしますーー！！😊👍✨

#リベリオ・マキナ

[LoveSy @shanasaimoe]

今おすすめしたいアニメは『すかすか』！
https://t.co/JRHgbySKYR
#アニメ大賞2017ss #ハッカドール