A new video model dropped at #1 on the leaderboard 👀 It's called HappyHorse-1.0, and it's currently leading in both text-to-video and image-to-video. From my testing, it's particularly good at multi-shot videos and following detailed directions 👇
HappyHorse 1.0(阿里巴巴出品)- Artificial Analysis 排行榜第一嘅AI影片模型,單流Transformer統一生成
阿里巴巴 HappyHorse 1.0 喺 Artificial Analysis AI 影片榜單(2026年4月)排名第一。約150億參數嘅單流 Transformer 架構,統一支援文生影片、圖生影片、參考生影片、影片編輯同影片延展。可生成 720p/1080p、3-15 秒、多種長寬比嘅影片。
文生視頻展示
一句話生成電影級畫面。HappyHorse 將文字提示渲染成流暢逼真的場景,光影豐富、運鏡靈動,呈現院線大片級的質感。
懷舊卡帶
圖生影片展示
睇 HappyHorse 點樣為靜態影像注入電影級運鏡、忠實嘅角色保持同自然嘅光影過渡,呈現多種場景。

參考圖轉影片
參考圖生成影片展示
看 HappyHorse 如何將多張參考圖融合成一段連貫的影片。每段畫面都由 2-3 張來源圖驅動,在動態生成前鎖定角色形象、服飾與場景風格。

沙漠探險家
影片編輯案例展示
以提示詞驅動的影片編輯,支援多圖參考。可替換物件、重塑場景、調整風格,同時完整保留原始動作。
場景換成時裝T台
影片續寫展示
用 HappyHorse 無縫延長現有影片,模型會保留原有動作、光線與主體特徵,讓新片段就像一鏡到底般自然延續。
雨巷延續
HappyHorse 1.0 在 X 上的熱門評價
看看創作者們如何評價新晉 #1 AI 影片模型 HappyHorse 1.0。
We’ve added a new pseudonymous video model to our Text to Video and Image to Video Arenas.‘HappyHorse-1.0’ is currently landing in the #1 spot for Text and Image to Video (No Audio) and the #2 spot for Text and Image to Video (With Audio). Further details coming soon. Example Show more
HappyHorse is still in the stable. 🐴 No official website yet — anything you've seen out there isn't us. We're part of Alibaba's ATH AI Innovation Unit, and when we're ready, you'll know. Stay tuned. #HappyHorse #Alibaba #ATH
Congratulations to @HappyHorseATH for securing #1 and #2 across the Artificial Analysis Video Arena leaderboards! A significant milestone, and the journey continues.🚀 #AlibabaAI #HappyHorse
Revealing HappyHorse-1.0 as the latest video model from Alibaba! @HappyHorseATH has landed in #1 or #2 across all of the leaderboards in the Artificial Analysis Video Arena. In our ‘without audio’ leaderboards, HappyHorse-1.0 is comfortably in first place. In our ‘with audio’
Revealing HappyHorse-1.0 as the latest video model from Alibaba! @HappyHorseATH has landed in #1 or #2 across all of the leaderboards in the Artificial Analysis Video Arena. In our ‘without audio’ leaderboards, HappyHorse-1.0 is comfortably in first place. In our ‘with audio’ Show more
New analysis: Alibaba’s HappyHorse topped the AI video leaderboard last week. The timing matters more than the score. It appeared during peak customer frustration with Bytedance’s pricing. Alibaba Cloud sales teams were already approaching Volcano Engine’s enterprise clients.
An anonymous model called HappyHorse appeared on Artificial Analysis’s Video Arena on April 7. Three days later, Alibaba claimed it. The model scored above Seedance 2.0 in both image-to-video and text-to-video categories. But the commercial logic matters more than the benchmark.
WHO IS HAPPYHORSE? IS IT WAN 2.7 VIDEO? Over the weekend a new MYSTERY AI VIDEO MODEL appeared on Artificial Analysis AI Video Arena as HAPPY HORSE V1 with a V2 variant. It definitely appears to be from Asia. If it is WAN 2.7 it is sizable leap from 2.6 Is it a Seedance 2.0 Show more
HappyHorse-1.0 is now live on Arena! 🚀 Early evals show exceptional performance in Video Edit. We are now in the final optimization sprint for the official launch in 2 weeks. We invite the community to get early access and test our capabilities at arena.ai. 🐎✨
🚀Exciting progress ahead. Can’t wait to see what @HappyHorseATH unlocks for creators in video edit! #AlibabaAI #HappyHorse
HappyHorse-1.0 is now live on Arena! 🚀 Early evals show exceptional performance in Video Edit. We are now in the final optimization sprint for the official launch in 2 weeks. We invite the community to get early access and test our capabilities at arena.ai. 🐎✨
Thrilled to see HappyHorse‑1.0 land #1 in the Video Edit Arena! 🎉@HappyHorseATH #AlibabaAI #HappyHorse
New video model HappyHorse-1.0 by Alibaba-ATH debuts at #1 in Video Edit Arena. It scores 1299, leading Grok Image Video by +42 points and Kling o3 Pro by +48 points. Video editing is an emerging frontier capability for video models, and only a small number of models support
YouTube 上的 HappyHorse 1.0
觀看展示 HappyHorse 1.0 影片生成能力的示範和教程。
- Happy Horse 1.0 Takes the Lead! | API Tutorial - fal
- Happy Horse 1.0 Is Crushing SeeDance 2.0 (New #1 AI Model) - AI Factory
- Happy Horse 1.0 Just Destroyed Seedance 2.0 - Ai Chemy
- The Honest Truth About Happy Horse 1.0 (Watch Before You Buy) - AI Filmmaking Academy
- Happy Horse 1.0 is DESTROYING Seedance 2.0… This is Crazy 🤯 - AI Biceps
- Happy Horse: The Seedance Killer? Plus BIG 4k AI Video News! - Theoretically Media
YouTube 上的 HappyHorse 1.0
觀看展示 HappyHorse 1.0 影片生成能力的示範和教程。
咩係 HappyHorse 1.0
阿里巴巴喺全球排行榜排第一嘅 AI 影片模型。
- · 01第1第1排行榜排名
- · 02150億參數
- · 031080p解析度
- · 043-15秒時長
HappyHorse 1.0 係一個約 150 億參數嘅單流 Transformer 模型,喺 2026 年 4 月登上 Artificial Analysis 影片排行榜榜首。
HappyHorse 1.0 功能特性
探索 HappyHorse 1.0 單流變換器影片生成模型登頂排行榜的強大能力
- Feature 01 / 08
排行榜第一
在 Artificial Analysis 影片生成排行榜上位列第一,在運動保真度、提示詞遵循度和整體視覺質量等基準測試中超越知名競品。
- Feature 02 / 08
單流變換器架構
採用高效的單流變換器架構,約 150 億參數規模,在高質量輸出與合理計算需求之間取得平衡,實現生產級別的影片生成能力。
- Feature 03 / 08
電影級 1080p
支援 720p 與 1080p 雙解析度影片輸出,細節清晰、色彩鮮豔、畫面具有電影美學,適用於專業內容創作工作流。
- Feature 04 / 08
五大端點
五個專用端點覆蓋完整工作流:文生影片、圖生影片、參考圖生影片、影片編輯(針對性修改)以及影片擴展(無縫延續)。
- Feature 05 / 08
多圖參考
同時使用多張參考圖引導生成,可鎖定整段輸出中的角色、場景和視覺風格,確保結果保持高度一致性。
- Feature 06 / 08
靈活時長
可選擇 3 到 15 秒之間任意片段長度,預設時長為 5 秒,讓創作者精準把控短片、廣告和敘事場景的節奏。
- Feature 07 / 08
五種寬高比
原生支援 16:9、9:16、1:1、4:3 和 3:4 五種寬高比,無需裁剪即可覆蓋橫屏電影、豎屏社交、方形帖子及傳統廣播格式。
- Feature 08 / 08
極速生成
在單張 H100 GPU 上約 38 秒即可生成一段 1080p 影片,加快迭代週期,為高產量創意流水線帶來高性價比的擴展能力。
如何使用 HappyHorse 1.0 文生影片
在 H100 上約 38 秒即可從文字渲染出短電影片段
撰寫提示詞
以電影化方式描述場景:主體、動作、鏡頭運動及光線。具體的視覺細節會帶來更清晰、更連貫的畫面。