One reference sheet. Full creative control.
LTX-2.3 IC-LoRA Ingredients locks your character, prop, and location off a single reference sheet, then carries all three into your generated video.
THERE'S A SECRET THAT PEOPLE WHO MAKE GREAT AI VIDEOS KNOW — AND NOBODY IS TALKING ABOUT IT
I've watched a lot of high-quality AI videos, and they all have one thing in common.
The secret is that their creators understand filmmaking shot terminology in incredible detail. Most of them already have a background in filmmaking.
There's a free website that makes learning this incredibly easy:
aicameramovements,com
It breaks down camera angles and camera movements in the simplest way possible, with a ready-to-use prompt attached to every shot.
What you'll find on the site:
- The name of each shot type
- A clear description of the camera movement
- Movement speed
- Framing and composition notes
- How the shot should end
- Ready-to-use examples such as Fast Zoom In, Fast Zoom Out, Crash Zoom In, and dozens more
You can copy the prompts directly or use them as a starting point for your own AI video generation.
Why this matters:
- Your shots become more cinematic
- Camera movement feels intentional and consistent
- Prompts become much more precise
- AI understands your directing intent more accurately
If you're generating AI videos and your shots still feel flat or random this is probably the missing piece.
It's not just about writing better prompts.
It's about learning the exact vocabulary that directors and cinematographers use to communicate camera language-and using that language to guide AI with precision.
Midjourney's new Draft Mode is fantastic for character creation.
It generates 24 low-resolution variations in a single run, making it incredibly easy to explore different character directions and quickly find designs you like.
Once you find a promising result, you can use those images directly in GPT Image 2 to generate character sheets.
You can also fix generation errors, modify outfits and accessories and change the visual medium or art style.
GPT Image 2 Character Sheet Prompt:
Create an artistic 16:9 CHARACTER IDENTITY BOARD.
Use Image A as the subject and the visual medium. Name: Clara. Fix headphones. (just change this line as your needs.)
Soft off-white background. No environment, no logo, no watermark.
DESIGN DIRECTION:
Do not create a standard character reference sheet.
Create a cinematic identity board that feels like a high-end animation studio character study mixed with an artbook layout.
The layout should be asymmetrical, elegant and visually memorable.
Use large empty space, varied image scale and intentional imbalance.
Avoid grids, blueprint design, catalog layout and repetitive turnaround presentation.
IMPORTANT LAYOUT RULE:
Do not overlap any character images.
Every view must have clear separation and breathing room.
Keep all bodies, portraits, silhouettes and detail studies visually distinct.
No cropped faces, no hidden limbs, no stacked figures, no merged poses.
MAIN COMPOSITION:
Place one large hero full-body view slightly off-center as the visual anchor.
Around it, arrange smaller supporting studies with clean spacing:
neutral full-body view, back view, profile view, seated pose, leaning pose, crouching pose, top-down body angle, low-angle body angle, expressive portrait studies.
Each view should feel like a separate clean character study, not a frame from one scene.
IDENTITY LOCK:
Preserve strict identity consistency across all views:
same face, same facial proportions, same hairstyle, same outfit, same body proportions, same posture language, same visual personality.
USEFUL REFERENCE DETAILS:
Make the character readable for future image and video generation:
clear face shape, clear hair silhouette, clear outfit silhouette, clear body shape, clear hands, clear posture, clear expression range.
ARTISTIC SECTIONS:
Include a small silhouette study area with 2-3 simplified black character silhouettes.
Include a small expression study area with subtle emotional variations.
Include a small detail study area showing key visual features of the face, hair and outfit.
TEXT DESIGN:
Add one stylish CHARACTER ID block.
Keep it minimal, bold and art-directed.
Use only:
NAME
ROLE
CORE MOOD
VISUAL SIGNATURE
Use small handwritten-style labels only where helpful.
Subtle editorial arrows and annotation marks are allowed, but keep them minimal and elegant.
STYLE:
minimal, cinematic, premium, artbook-like, clean, expressive, useful for production.
The final image should feel like an artistic character identity board designed to help an AI model understand the character’s face, silhouette, outfit, posture and emotional range.
Workflow:
Made this cinematic football short with a surprisingly simple workflow:
- Created the character sheet in ChatGPT
- Generated 3 connected storyboards (10 frames each)
- Converted each storyboard into a detailed Seedance 2.0 video prompt
- Generated all scenes in Seedance
- Edited everything together into one film
Character → Storyboards → Video Prompts → Seedance → Final Film.
AI Graphic Design just entered "Director Mode"! 🎬🚀
Stop guessing where Ideogram 4 will put your text. With the new Prompt Builder (KJNodes), you can simply drag & drop BBox regions to lock every pixel in place.
It translates your visual intent into structured JSON prompts automatically.
Full tutorial & ComfyUI workflow: 👇
🔗 https://t.co/v02wh2KSH0
中文版 https://t.co/rNb2WkX5wc
#AI绘画 #ComfyUITutorial #避坑指南 #人工智能 #Ideogram4
📖THE JSON PROMPT TRICK THAT TURNS SEEDANCE 2.0 INTO A FILM STUDIO
Everyone uses the same tool. Almost nobody uses it the right way.
The difference isn't talent. It's structure.
A normal prompt tells the model what to show. A JSON prompt tells it how to think — what the camera is doing, where the light is coming from, how fast the scene breathes, what emotional weight the color carries.
Look at the pink ceremonial elephant rising from the water at golden hour. Normal prompt gives you an impressive creature. JSON gives you a frame that feels like it was pulled from a $40M fantasy film — the texture on the skin, the mist sitting low on the water, the way the warm light wraps around the gold ornaments.
Same concept. One prompt format separates the two outputs completely.
The Aztec jaguar in the jungle — normal prompt renders the creature. JSON builds the world around it. The glowing sun symbol on its chest, the waterfall in the background catching green light, the low camera angle that makes it feel genuinely threatening.
Structure is the skill. The tool is just executing what you give it.
• Step 1 — Describe your scene in one sentence, exactly what you see in your head
• Step 2 — Open Claude and ask it to convert your sentence into a JSON prompt with these fields: subject, setting, camera angle, light source, texture detail, emotional tone, motion type, color palette
• Step 3 — Paste the JSON directly into Seedance 2.0 and generate three variations
• Step 4 — Take the strongest clip into CapCut or Premiere Pro, add ambient sound, and export
The output gap between these two approaches is not small. It's the difference between content that gets scrolled past and content that gets saved
📥A different AI opportunity lands tomorrow. This one surprised me too.
🔖The full guide is waiting below. The creators who find it first win.
10 GitHub repos that automate real work while you sleep in 2026.
Bookmark this list.
1. OpenHands
Autonomous coding agent. 76,500 stars. Used by engineers at Apple, Google, Amazon, Netflix, and NVIDIA.
Repo → https://t.co/cFK9l4OP7E
2. Hermes Agent
Nous Research dropped this in February. 191,000 stars in three months. Self-improving personal AI.
Repo → https://t.co/3mLgk5RhRG
3. CrewAI
Multi-agent workflows that ship real work. Used by 60% of Fortune 500.
Repo → https://t.co/L5Ek3G6XUn
4. Aider
AI pair programmer in your terminal. Auto-commits clean diffs. Indie devs ship 5x faster with it.
Repo → https://t.co/rNQD7wGi2X
5. n8n
Open-source Zapier. 400+ integrations. Self-hosted workflows that run forever without subscription fees.
Repo → https://t.co/pmMLX1OLtH
6. LangGraph
The orchestration backbone every production AI agent runs on in 2026.
Repo → https://t.co/MdHsx0mIrD
7. Cloudflare Agentic Inbox
Self-hosted email client with a built-in AI agent that reads your inbox and drafts replies.
Repo → https://t.co/LLRoslkkCL
8. Browser Use
98,000 stars. Agents navigate the web, fill forms, scrape data, book meetings.
Repo → https://t.co/vNcm1mA4EE
9. awesome-mcp-servers
The catalog of every tool your agent can plug into. GitHub, Slack, Linear, Stripe, Postgres, Notion.
Repo → https://t.co/ITswlkN3uZ
10. claude-task-master
Multi-agent task orchestration on top of Claude Code. Turn one prompt into a team shipping a feature while you sleep.
Repo → https://t.co/kW2jkXOJhm
Save this.
100% free. 100% open source.
A long time ago in a terminal far, far away…
we asked Copilot CLI to build a Star Wars crawl from the GitHub Changelog.
It delivered.
Watch it happen 👇 #MayThe4th