HappyHorse: references or consistency, note by note
3 HappyHorse entries on references or consistency, 26 April 2026 to 16 June 2026, across HappyHorse 1.0 and HappyHorse 1.1. The latest: HappyHorse 1.1 reference-to-video keeps subject and scene style steadier. From 1 source page, read 2026-09-25; no maker pays to be listed.
| Line | Entries |
|---|---|
| Adobe Firefly Video | 2 |
| Google Veo | 2 |
| Grok Imagine | 1 |
| HappyHorse | 3 |
| Kling AI | 5 |
| Luma Ray | 1 |
| MiniMax Hailuo | 2 |
| PixVerse | 4 |
| Runway | 3 |
| Seedance | 1 |
| Sora | 1 |
| Vidu | 3 |
| Wan | 6 |
Inclusion rule. Lines with at least one entry of this kind. Order. Alphabetical by line.
HappyHorse has 3 entries on references or consistency in the register, the first of them dated 26 April 2026.
1The entries
26 April 2026, HappyHorse 1.0
Capable of processing up to 9 reference images, it precisely preserves creative intent to deliver superior performance.
Alibaba Cloud Model Studio, newly released models
- happyhorse-1.0-r2vHappyHorse 1.0 reference-to-video takes up to nine reference images
26 April 2026, HappyHorse 1.0
It allows for local or global editing of video elements using up to 5 reference images, precisely preserving original motion dynamics to achieve superior expressiveness.
Alibaba Cloud Model Studio, newly released models
- happyhorse-1.0-video-editHappyHorse 1.0 video edit changes parts of a clip from instructions and up to five images
Same day as the entry before it.
16 June 2026, HappyHorse 1.1
HappyHorse-1.1-R2V supports Reference-to-Video generation with significantly improved stability in subject, scene style, and visual consistency.
Alibaba Cloud Model Studio, newly released models
- happyhorse-1.1-r2vHappyHorse 1.1 reference-to-video keeps subject and scene style steadier
51 days after the entry before it.
2The same kind of change in other lines
- Adobe Firefly Video: 2 entries, July 2025 to December 2025
- Google Veo: 2 entries, October 2025 to January 2026
- Grok Imagine: 1 entry, July 2026
- Kling AI: 5 entries, December 2025 to March 2026
- Luma Ray: 1 entry, December 2025
- MiniMax Hailuo: 2 entries, July 2026 to August 2026
- PixVerse: 4 entries, August 2025 to May 2026
- Runway: 3 entries, December 2024 to June 2025
- Sora: 1 entry, March 2026
- Vidu: 3 entries, August 2025 to September 2026
- Wan: 6 entries, May 2025 to August 2026
HappyHorse, every entry · References and consistency, every line · HappyHorse 1.0 · HappyHorse 1.1
3Notes read
- Alibaba Cloud Model Studio, newly released models, read 2026-09-25
4A pipeline on current models
Release notes such as “HappyHorse” matter once a pipeline runs the models; SceneMixer's guides describe how it does:
On this site it is the 720P tier of the family; the storyboard, references and voices are the same as on the other two tiers.
SceneMixer, Seedance 2.5 Lite — “Is Lite a lower-quality model or a lower resolution?” (read 2026-10-13)
The shots add up to more than the selected video tier allows for one segment.
SceneMixer, Shot Seconds: Changing Timing, and the Limits — “What does 'over cap' mean on the segment card?” (read 2026-10-13)