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Introducing Boreal-H3 — a video model built for ads and our next step toward recursive self-improvement in video generation.
A good-looking video isn’t enough. The product has to stay the same. The actor has to stay the same. The label has to be right. And the action in the brief actually has to happen.
So we post-trained MiniMax H3 specifically for advertising.
But this isn’t a one-off SFT or LoRA fine-tune. We built a closed-loop system that learns what to improve next.
Human-calibrated evaluation diagnoses failures and guides the next intervention: targeted data collection, reinforcement learning, or inference optimization. When the feedback is unreliable, we revise the evaluator or reward—not just the generator.
Every experiment feeds into shared memory, informing the next training decision. The model improves, and so does the process that produces its successor.
The results:
→ 85.3% reference fidelity — highest among the frontier video generation models we evaluated
→ Brief success: 28% → 50%
→ Identity match: 83% → 94%
→ Visible defects per clip: down 70%
→ Generation time and estimated cost: down 20%
Boreal-H3 doesn’t just make better-looking video. It makes more usable ads.
Credit to the @MiniMax_AI team for the foundation we’re building on.
This launch is a checkpoint, not the finish line. We’re building more than a better video model. We’re building a system that learns how to make the next one better.
A beautiful video means nothing if the AI changes your product.
Boreal-H3 vs. Seedance 2.5.
Same product. Two models. Very different results.
Product fidelity matters. 👀
Creatify is now on @FishAudio.
Fish Audio’s voices, now with Creatify’s AI models. Bring them to your platform with the Creatify API
wooow
I've made this video in Creatify for Flowmapp in ONE shot!
Opus 5.5 + Boreal-H3
i gave the agent the website and it did the rest
(a year ago making something like this would've been a whole video production process)
wtf happens to creative industry if this gets 10x better from here?
🤝 Paid partnership
Introducing Boreal-H3 — a video model built for ads and our next step toward recursive self-improvement in video generation.
A good-looking video isn’t enough. The product has to stay the same. The actor has to stay the same. The label has to be right. And the action in the brief actually has to happen.
So we post-trained MiniMax H3 specifically for advertising.
But this isn’t a one-off SFT or LoRA fine-tune. We built a closed-loop system that learns what to improve next.
Human-calibrated evaluation diagnoses failures and guides the next intervention: targeted data collection, reinforcement learning, or inference optimization. When the feedback is unreliable, we revise the evaluator or reward—not just the generator.
Every experiment feeds into shared memory, informing the next training decision. The model improves, and so does the process that produces its successor.
The results:
→ 85.3% reference fidelity — highest among the frontier video generation models we evaluated
→ Brief success: 28% → 50%
→ Identity match: 83% → 94%
→ Visible defects per clip: down 70%
→ Generation time and estimated cost: down 20%
Boreal-H3 doesn’t just make better-looking video. It makes more usable ads.
Credit to the @MiniMax_AI team for the foundation we’re building on.
This launch is a checkpoint, not the finish line. We’re building more than a better video model. We’re building a system that learns how to make the next one better.
Creatify Labs retweeted
Opus 5.5 + Boreal-H3 is getting seriously good.
This entire ad came from one ask.
One shot. No stitching together 15 generations. No babysitting every scene until something finally looks usable.
Creatify’s Ad Agent actually turned the brief into the ad.
That’s a much bigger deal than another flashy AI video demo.
🤝 Paid partnership
Introducing Boreal-H3 — a video model built for ads and our next step toward recursive self-improvement in video generation.
A good-looking video isn’t enough. The product has to stay the same. The actor has to stay the same. The label has to be right. And the action in the brief actually has to happen.
So we post-trained MiniMax H3 specifically for advertising.
But this isn’t a one-off SFT or LoRA fine-tune. We built a closed-loop system that learns what to improve next.
Human-calibrated evaluation diagnoses failures and guides the next intervention: targeted data collection, reinforcement learning, or inference optimization. When the feedback is unreliable, we revise the evaluator or reward—not just the generator.
Every experiment feeds into shared memory, informing the next training decision. The model improves, and so does the process that produces its successor.
The results:
→ 85.3% reference fidelity — highest among the frontier video generation models we evaluated
→ Brief success: 28% → 50%
→ Identity match: 83% → 94%
→ Visible defects per clip: down 70%
→ Generation time and estimated cost: down 20%
Boreal-H3 doesn’t just make better-looking video. It makes more usable ads.
Credit to the @MiniMax_AI team for the foundation we’re building on.
This launch is a checkpoint, not the finish line. We’re building more than a better video model. We’re building a system that learns how to make the next one better.
6/
A concrete example:
If the model starts drifting on product packaging, the answer isn’t simply “train more.”
The system can identify the failure, collect more packaging and product-handling data, curate it, train a new candidate, and test whether fidelity improves without regressing elsewhere.
And if the evaluator itself is noisy, we fix the evaluator first.
Every experiment becomes memory for the next intervention.
That’s what we mean by toward recursive self-improvement in video generation.
Try Boreal-H3: app.creatify.ai/tool/ai-tool…
Try Ad Agent: app.creatify.ai/ad-agent
Introducing Aurora 2.0 —our best avatar model 🔥
One photo. Your exact voice. Up to 60s of expressive video. Sharper lip sync. Natural gestures. 2× faster than Aurora. $0.07/s.
🏆 Highest overall score in our avatar benchmark.
Build UGC ads, podcasts, product explainers, and character videos. Swap the voice track to test a new hook, change the offer, or take your campaign into another language.
More about Aurora 2.0:
labs.creatify.ai/models/auro…
Wait, guys, I think this play is about us🙊👀







