Notes from the canvas

Model breakdowns, prompt structures, and production workflows — written while actually running the shots, not from spec sheets.

112 articles · last updated October 20, 2026

MiniMax H3 Keyframe Control Guide: Add Image and Audio References at Any Frame

MiniMax H3 Keyframe Control Guide: Add Image and Audio References at Any Frame

Use MiniMax H3 keyframe control to extract a useful moment from an existing video and reuse it as a visual anchor for a new generation. This workflow shows how to combine an extracted frame with optional audio while treating timing as generation guidance rather than frame-exact editing.

Joey
MiniMax H3 Ref2Video Guide: How to Keep Characters Consistent Across Shots

MiniMax H3 Ref2Video Guide: How to Keep Characters Consistent Across Shots

Keep characters consistent across MiniMax H3 videos by building a stable reference system and reusing the same identity anchors across different shots. This workflow shows when an additional reference actually helps, when it creates new problems, and how to separate character consistency issues from motion problems.

Joey
MiniMax H3 Motion Transfer Guide: Recreate Viral Trends with Your Own Character

MiniMax H3 Motion Transfer Guide: Recreate Viral Trends with Your Own Character

Use MiniMax H3 Motion Transfer by separating movement from character identity. A reference video can provide the motion and timing, while a separate image defines who performs it. This workflow shows how to select one motion source from a multi-subject video and transfer that movement to a new character.

Joey
MiniMax H3 Workflow: Build a Reusable AI Video Production System

MiniMax H3 Workflow: Build a Reusable AI Video Production System

Build a reusable MiniMax H3 workflow by preparing stable character and scene assets, approving one base clip, and changing only what each new shot requires. This approach keeps related videos connected while making character consistency, scene changes, motion, and QA easier to manage.

Joey
Where to Use MiniMax H3: Official Apps, Creative Workspaces, APIs and Local Options

Where to Use MiniMax H3: Official Apps, Creative Workspaces, APIs and Local Options

MiniMax H3 is available through official products, creative workspaces, hosted APIs, and local or self-hosted setups. The best option depends on what needs to happen before and after generation, from creating a single clip to managing reusable assets, automating video generation, or controlling your own deployment environment.

Joey
MiniMax H3 Prompt Guide: How to Write Prompts That Direct the Shot

MiniMax H3 Prompt Guide: How to Write Prompts That Direct the Shot

Write better MiniMax H3 prompts by separating stable reference information from the action, camera movement, dialogue, sound, ending state, and constraints that define the shot. This workflow shows how to turn a scene description into a clear sequence of events the model can follow.

Joey
MiniMax H3 Review: Is Multimodal Control the Real Upgrade?

MiniMax H3 Review: Is Multimodal Control the Real Upgrade?

This MiniMax H3 review tests whether its biggest upgrade is better video quality or greater production control. I compared H3 with Hailuo 2.3 and Seedance 2.5, then tested multiple image references, audio input, first and last frame control, and 2K generation to see where the extra cost and waiting time actually pay off.

Joey
Why GPT Image 2.5 Images Still Look AI-Generated and How I Reduced the AI Look

Why GPT Image 2.5 Images Still Look AI-Generated and How I Reduced the AI Look

GPT Image 2.5 images can still look artificial even at high resolution. This workflow shows how stronger creative direction can improve the composition first, then how a focused cleanup edit can reduce oversharpening, uneven detail, unrealistic highlights, and other rendering problems without rebuilding the whole image.

Joey

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