Prompt-Based Video Editing with LTX-2.3 + IC-LoRA
Anything2Video Studi is a next-generation workflow that turns simple text prompts into precise video edits, powered by LTX-2.3 and EditAnything IC-LoRA.
Instead of regenerating entire scenes, this workflow lets you directly modify existing videos — adding, removing, replacing, or transforming elements with surgical precision.
This is not just generation.
It’s AI-powered video editing inside ComfyUI.
🧠 1. Edit Anything — Literally
At the core of this workflow is the EditAnything IC-LoRA model, designed to follow structured editing instructions.
It supports four powerful edit modes:
• Add objects anywhere in the scene
• Remove unwanted elements
• Replace subjects with new ones
• Convert the entire style of a video
These operations are driven by structured prompts like:
“Replace the car on the left with a futuristic hover vehicle”
The model was specifically trained to handle these patterns and improve prompt-following behavior.
This gives you true editing control — not just generation randomness.
🎥 2. LTX-2.3 Video Engine
The workflow runs on LTX-2.3, one of the most advanced open-source video models available.
It enables:
• Image-to-video
• Video-to-video
• Text-driven editing
• Audio + video synchronized generation
All within a single unified pipeline.
The result is:
🎬 Smooth motion
🎧 Optional audio generation
🧩 Strong temporal consistency
🎯 3. IC-LoRA Structural Control
What makes this workflow truly powerful is IC-LoRA (In-Context LoRA).
Instead of relying only on prompts, it extracts structure from the original video:
• Camera movement
• Scene geometry
• Human motion
• Object positioning
Then applies your edits on top of that structure.
👉 Motion stays intact
👉 Composition stays stable
👉 Only what you request is changed
This separation of motion vs appearance is the key innovation.
🎭 4. Precision Editing Without Breaking the Scene
Traditional AI video workflows often break:
❌ Character identity
❌ Camera consistency
❌ Scene coherence
EditMaster Studio solves this by combining:
• IC-LoRA guidance (structure lock)
• Prompt-driven edits (visual changes)
• Controlled CFG tuning
You get:
✔ Clean edits
✔ Stable animation
✔ Predictable results
⚙️ 5. Fully Controllable Pipeline
The workflow gives you full control over:
• CFG (edit strength vs stability)
• LoRA intensity
• Sigma scheduling
• Sampling steps
You can push the system toward:
🎯 Subtle edits (high realism)
🎨 Aggressive transformations (creative mode)
🔥 6. Designed for Real Creative Work
This workflow is not just experimental — it’s built for real use cases:
🎬 Video editing without After Effects
🎥 Content remixing for social media
🎭 Character transformation
🧍 Scene retargeting
🎨 Style transfer for entire videos
It’s especially powerful for:
👉 Creators
👉 AI filmmakers
👉 Content automation workflows
⚡ What Makes This Workflow Special
Unlike classic ComfyUI video workflows:
✔ You don’t regenerate everything
✔ You edit instead of recreate
✔ You control structure and motion independently
This dramatically improves:
• Iteration speed
• Visual consistency
• Creative precision
🚀 What You Can Create
With Anything2Video Studio, you can:
🎬 Replace characters in a video
🚗 Turn cars into futuristic vehicles
🏙️ Change environments instantly
🎨 Convert videos into anime / cinematic styles
🧍 Modify actions without breaking motion
All from a single prompt.
✅ Workflow Philosophy
Load your video.
Write your edit.
Generate the result.
No complex masking.
No manual compositing.
Just prompt → edit → result.