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Lao Guo's Learning Space
Lao Guo's Learning Space
Apr 12, 2026 · Artificial Intelligence

Who Wins the AI Video Throne? HappyHorse-1.0 vs ByteDance Seedance 2.0

The article dissects the April 2026 showdown between the anonymous 15‑billion‑parameter HappyHorse‑1.0 and ByteDance’s two‑year‑old Seedance 2.0, detailing Elo score gaps, contrasting single‑stream versus dual‑branch Transformer designs, speed advantages, quality trade‑offs, and offering a decision tree for different production needs.

AI VideoElo rankingMultimodal
0 likes · 11 min read
Who Wins the AI Video Throne? HappyHorse-1.0 vs ByteDance Seedance 2.0
Machine Heart
Machine Heart
Apr 10, 2026 · Artificial Intelligence

Alibaba’s HappyHorse-1.0 Tops AI Video Generation Leaderboard

Alibaba’s HappyHorse-1.0, a new text‑to‑video and image‑to‑video model from the ATH team, claimed the #1 spot on Artificial Analysis’s video arena rankings, matches ByteDance’s Dreamina Seedance 2.0 in Elo score, supports four generation modes, and will open its API around April 30.

AI video generationAlibabaArtificial Analysis
0 likes · 3 min read
Alibaba’s HappyHorse-1.0 Tops AI Video Generation Leaderboard
Machine Heart
Machine Heart
Mar 30, 2026 · Artificial Intelligence

Echo: A Small Step for Predictive AI, a Giant Leap Toward General Intelligence

The Echo system from UniPat AI introduces a fully integrated predictive‑intelligence infrastructure—including a dynamic evaluation engine, a Train‑on‑Future training paradigm, and the EchoZ‑1.0 model—that outperforms leading LLMs and human traders on a comprehensive AI Prediction Leaderboard, while offering transparent, reproducible benchmarks.

Dynamic EvaluationElo rankingLarge Language Model
0 likes · 14 min read
Echo: A Small Step for Predictive AI, a Giant Leap Toward General Intelligence