Video workflows
Plan shots, guide motion, and carry a visual idea through a complete sequence.
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25 articles
MiniMax H3 for AI Anime: Matching Seedance 2.5 at a Quarter of the Cost
A Japanese AI filmmaker reran his video test in the anime lane: same character reference, same prompt, 16 seconds. MiniMax H3 kept up with Seedance 2.5 while costing a fraction of the credits. The reason changes how you should rank models.
Stop Generating Stills: Pull Editorial Photography Out of Generated Video
Image models keep producing stiff, posed frames. A Japanese creative group generates video instead and screenshots the frames, because video models capture the in-between moments that make photography feel alive.
What the 95-Minute AI Feature Film Hell Grind Teaches About Long-Form AI Video
Higgsfield shipped a 95-minute AI feature for under $500k, generating more than 16,000 clips to land 253 usable cuts. Inside the economics, the physics-first prompt style, and the lessons indie creators can actually reuse.
Thinking Nodes: Let the LLM Write the Prompts in Your Anime Workflow
The wall in AI anime production is not image quality, it is serial work: faces drift, assets get lost between tools. A Japanese creator shows how PixAI Studio solves it by putting LLM nodes inside the pipeline so the model writes its own edit prompts.
Generate Video Once, Publish Three Ways: The Multi-Format AI Production Pipeline
A Japanese solo creator runs live-action drama, anime, and manga from one video-first pipeline: a character bank of short generated clips, frame extraction instead of still-image generation, and a physical paneling step no model can replace.
Limited Animation Is the Missing Skill in AI Anime Production
A Japanese AI anime studio rebuilt limited animation techniques for AI production: Kling 3.0 for prototyping, older models for cost control, and a production split that treats the anime as a sub-project. What works and why.
MiniMax H3 Is a B-Roll Model, Not a Seedance Replacement
A Japanese AI filmmaker compared MiniMax H3 against Seedance 2.0 for drama production. The useful lesson is not which model wins. It is how to triage video models by shot type.
Run MiniMax H3 Like a Local Video Studio: Speed Tips That Actually Matter
MiniMax H3 is a massive video model that used to demand 48GB of VRAM. A Japanese ComfyUI power user shows how distillation LoRAs, INT8 quantization, and attention patches bring it into mid-range GPU territory.
Seedance 2.5 Multi-Reference Workflow for Consistent Characters
Turn Seedance 2.5 image, video, and audio inputs into a deliberate reference system for identity, wardrobe, scenes, motion, and sound.
How to Write Seedance 2.5 Prompts: A Timestamp Storyboard Formula
Build Seedance 2.5 prompts from a creative brief, assigned references, global rules, timestamp beats, audio direction, and focused constraints.
Image-First Video Workflow for AI Ads
A practical image-to-video workflow for making short AI ads more controllable before sending them into video generation.
Building Consistent AI Video: A Storyboard-First Workflow
Faces drift, outfits mutate, and characters multiply across cuts. Here's a hybrid Wan 2.2 + LTX 2.3 workflow that locks character identity from storyboard to final render — with ID-LoRA lip sync.