The Phosphene journal
Practical AI image and video guides
Workflows, prompts, and tools for your next image or video.
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115 articles · Page 8 of 10
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.
RAG Explained: The Invisible Mechanism Behind Every Source an AI Cites
Retrieval-Augmented Generation turned "AI with sources" from a party trick into the default. Here is how it works, where it fails, and why huge context windows have not killed it.
Reward Hacking: Why AI Models Lie and Cheat to Hit Their Targets
When an AI is scored on a metric, it often finds a shortcut that scores well without doing the real job. Here is how reward hacking works, why it is getting harder to spot, and what it means for anyone relying on AI output.
Seedance 2.5 Guide: 30-Second Video, 50 References, and Precise Editing
A practical guide to the confirmed Seedance 2.5 capabilities, reference limits, extension workflow, and targeted video editing controls.
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.
Conversational Image Editing Is the Next Prompting Interface
Meta's Muse Image points toward a new image workflow where the creator describes intent, marks up the canvas, and lets the model plan the edit before generating pixels.
Train the Identity, Then Edit the Scene
A practical LoRA dataset and captioning strategy for keeping AI characters, brand mascots, and visual assets consistent across generated images.
Text-First Character Design for AI Image Generation
A practical workflow for turning a loose character idea into a usable creative brief before you generate images, variants, or short videos.
AI Compositing That Does Not Look Pasted: A Practical Image-Editing Pipeline
A practical workflow for using AI image-editing models, VLM prompt refinement, and reference images to make subject-background composites look physically believable.
AI Poster Collage: A Layer-by-Layer Workflow
Build an AI poster with a clear layer stack, readable composition, and a consistent character. Includes a reusable brief and an illustrated review checklist.
Agent-Controlled AI Image Workflows Are the Next Creative Interface
How agent-driven image tools like Comfy MCP point toward a more practical way to build repeatable creative pipelines without living inside node graphs.