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- <p align="center">
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- <img
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- src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/YJHpzH436J828nNymCNk7.png"
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- width="600" />
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  </p>
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- # Visione
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-
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- A local-first AI creative production suite for consumer GPUs.
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- Read the full documentation [here](https://www.notion.so/Visione-Technical-Documentation-3194a74185bb8015b154e234606497e2)
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- ---
 
 
 
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- ## What is Visione?
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- Visione is a self-contained desktop application for AI-driven creative production. It runs entirely on local hardware: no cloud services, no external APIs, no subscriptions. Every model runs on-device; inference never leaves your machine.
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- The pipeline covers the full creative arc: text-to-image and video generation, retouching, stylization, enhancement, and sound design, all within a single application.
 
 
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- **Stack:** Python 3.12 + FastAPI + SSE · React 18 + TypeScript + Zustand · Tauri 2 desktop shell · ComfyUI headless for video inference · PyTorch 2.7 + CUDA
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  <table align="center"><tr>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/X0pIezsKwIRl-Guw3k58A.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/X0pIezsKwIRl-Guw3k58A.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/euOPxXTNWxjmRl-C88uU2.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/euOPxXTNWxjmRl-C88uU2.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/lW_zGi1O8HblIoamV0RLr.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/lW_zGi1O8HblIoamV0RLr.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/qKWonqa8ZQvl3CTdD0Pje.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/qKWonqa8ZQvl3CTdD0Pje.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/IjNbVVpnLepr9NI8cdxA3.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/IjNbVVpnLepr9NI8cdxA3.png"
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  width="300" /></a></td>
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  </tr></table>
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- ---
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- ## Components
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- | Tab | What it does |
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- |-----|-------------|
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- | **Imagine** | Image and video generation from text or reference image |
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- | **Retouch** | Image editing — upscaling, denoising, face restore, multi-reference compositing, LUT, adjustments, background removal |
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- | **Retexture** | Video style transfer — LoRA-based preset styles and reference-image stylization via depth conditioning |
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- | **Enhance** | Image and video enhancement — upscaling, denoising, frame interpolation |
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- | **Storyboard** | 12-stage AI-assisted filmmaking pipeline: multi-agent concept development, character library, shot generation, and export |
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- | **Sound Studio** | Music generation, voiceover (preset, cloned, and voice-designed), and video-to-audio foley |
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- | **Characters** | Persistent character library with 5-shot reference generation for cross-shot consistency |
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- | **Gallery** | Unified asset browser across all components |
 
 
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- <table align="center"><tr>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/No1ABmspTrCWqpvsukafQ.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/No1ABmspTrCWqpvsukafQ.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/mXVAiuj8Vpik0a_UNREIU.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/mXVAiuj8Vpik0a_UNREIU.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/Gmzmavqm9antFHYsbl4Ka.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/Gmzmavqm9antFHYsbl4Ka.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/BbYSmMGcXZENjW-LBiIUz.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/BbYSmMGcXZENjW-LBiIUz.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/jcy5-_cKf0oa_Utf3ZXbK.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/jcy5-_cKf0oa_Utf3ZXbK.png"
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  width="300" /></a></td>
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  </tr></table>
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- ## Architecture
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- Visione runs as a local client-server application. The React frontend communicates with a FastAPI backend over localhost; real-time progress streams back via SSE. Heavy inference runs in-process (diffusers, PyTorch) or via a ComfyUI headless subprocess for video pipelines. Models load and unload sequentially to fit within a 16GB VRAM budget, one active model at a time.
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- The desktop shell (Tauri 2) wraps the frontend as a native window and manages backend process lifecycle. All assets, models, and outputs live on local storage; nothing is transmitted externally.
 
 
 
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- Components share models where possible. Image generation models are reused across Imagine, Retouch, Retexture, and Storyboard; video models feed through from Imagine into Retexture and Sound Studio. The Video Editor and Gallery operate CPU-side, assembling outputs produced by the GPU components.
 
 
 
 
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  <table align="center"><tr>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/7_CDVBV6B08IosFIkr5jq.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/7_CDVBV6B08IosFIkr5jq.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/fRhZcUYtK_TE8uIlXyPH-.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/fRhZcUYtK_TE8uIlXyPH-.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/B1J7kJuRPiPY12-Wja0jW.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/B1J7kJuRPiPY12-Wja0jW.png"
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  width="300" /></a></td>
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- <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/MXtHgy7hlq9YZVaQED_WA.
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- png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/MXtHgy7hlq9YZVaQED_WA.png"
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  width="300" /></a></td>
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  </tr></table>
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- ---
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-
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- ## License
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-
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- MIT
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-
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-
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- ---
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- license: mit
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- tags:
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- - art
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- - agent
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ <p align="center">
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+ <img
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+ src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/YJHpzH436J828nNymCNk7.png"
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+ width="600" />
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  </p>
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+ <p align="center">
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+ <strong>Full creative production suite that runs entirely on your GPU.</strong><br/>
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+ No cloud. No API keys. No subscriptions. Every model runs on-device.
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+ </p>
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+ <p align="center">
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+ <a
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+ href="https://www.notion.so/Visione-Technical-Documentation-3194a74185bb8015b154e234606497e2">Documentation</a>
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+ </p>
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+ ---
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+ ## Why Visione
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+ Most AI creative tools are fragmented: one app for image gen, another for video, another for audio, each with its
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+ own cloud dependency and pricing tier. Visione puts the entire pipeline — from concept to final export — inside a
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+ single desktop application that runs on a consumer NVIDIA GPU (16GB VRAM).
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+ You own your hardware, your models, and your outputs. Nothing is transmitted externally. Ever.
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  <table align="center"><tr>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/X0pIezsKwIRl-Guw3k58
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+ A.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/X0pIezsKwIRl-Guw3k58A.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/euOPxXTNWxjmRl-C88uU
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+ 2.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/euOPxXTNWxjmRl-C88uU2.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/lW_zGi1O8HblIoamV0RL
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+ r.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/lW_zGi1O8HblIoamV0RLr.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/qKWonqa8ZQvl3CTdD0Pj
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+ e.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/qKWonqa8ZQvl3CTdD0Pje.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/IjNbVVpnLepr9NI8cdxA
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+ 3.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/IjNbVVpnLepr9NI8cdxA3.png"
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  width="300" /></a></td>
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  </tr></table>
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+ ---
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+ ## What You Can Do
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+ | Component | Description |
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+ |---|---|
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+ | **Imagine** | Text-to-image generation with 90+ style LoRAs across 3 model tiers (Z-Image Turbo, Klein 4B, Klein 9B). Character `@mentions` for consistent subjects. |
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+ | **Animate** | Image-to-video and text-to-video via LTX 2.3. 5 workflow modes: standard I2V/T2V, Best 3-stage, first-last-frame, audio-conditioned. |
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+ | **Retouch** | Full image editor — inpainting, upscaling, reframing, face swap (InsightFace + FaceFusion), background removal, LUT color grading, optical realism effects, multi-reference compositing, and smart selection (SAM). |
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+ | **Retexture** | Apply any of 90+ preset styles to existing images via LoRA, or transfer the style of a reference image using depth-conditioned generation. |
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+ | **Enhance** | SeedVR2 video enhancement (3B/7B models), Real-ESRGAN upscaling, and RIFE frame interpolation. |
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+ | **Storyboard** | 12-stage AI filmmaking pipeline: concept development with multi-agent LLM collaboration, character library, shot-by-shot generation, and ZIP export. |
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+ | **Sound Studio** | ACE-Step music generation, Qwen3-TTS voiceover (28 preset voices + clone + design), and HunyuanVideo-Foley for video-to-audio. |
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+ | **Characters** | Persistent character library with full-body 5-shot reference generation for visual consistency across shots and components. |
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+ | **Styles** | Browse and install LoRAs from CivitAI directly inside the app. Manage custom styles with per-preset strength tuning. |
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+ | **Gallery** | Unified asset browser across all components with metadata, output modal, and send-to integration for cross-component workflows. |
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+ <table align="center"><tr>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/No1ABmspTrCWqpvsukaf
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+ Q.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/No1ABmspTrCWqpvsukafQ.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/mXVAiuj8Vpik0a_UNREI
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+ U.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/mXVAiuj8Vpik0a_UNREIU.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/Gmzmavqm9antFHYsbl4K
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+ a.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/Gmzmavqm9antFHYsbl4Ka.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/BbYSmMGcXZENjW-LBiIU
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+ z.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/BbYSmMGcXZENjW-LBiIUz.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/jcy5-_cKf0oa_Utf3ZXb
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+ K.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/jcy5-_cKf0oa_Utf3ZXbK.png"
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  width="300" /></a></td>
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  </tr></table>
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+ ---
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+
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+ ## Key Features
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+
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+ - **90+ style presets** — LoRA-based styles spanning cinematic, illustration, animation, photography, design, and
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+ artist-specific looks. Browse and install more from CivitAI directly inside the app.
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+ - **Character consistency** — Generate a persistent character once, then reference them by name across Imagine,
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+ Retouch, and Storyboard with `@mentions`.
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+ - **Smart VRAM management** — Models load and unload sequentially to fit within 16GB. One active model at a time,
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+ no manual memory management needed.
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+ - **Multilingual UI** — English, Italian, Spanish, French, German.
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+ - **Local LLM + VLM** — Qwen3.5-4B handles prompt enhancement, image captioning, and storyboard agents. Falls back
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+ to Llama 3.2 3B on CPU if needed. No external API calls.
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+ - **Optical realism** — Client-side film emulation: grain, halation, vignette, pro-mist, chromatic aberration,
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+ highlight roll-off, color temperature and tint.
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+ ---
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+ ## Architecture
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+ Visione is a local client-server desktop app. The React frontend talks to a FastAPI backend over localhost;
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+ real-time progress streams via SSE. Heavy inference runs in-process (diffusers/PyTorch) or through a headless
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+ ComfyUI subprocess for video pipelines. The Tauri 2 shell wraps it as a native window and manages the backend
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+ lifecycle.
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+ Models are shared across components wherever possible — the same image generation backbone serves Imagine,
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+ Retouch, Retexture, and Storyboard. All assets, models, and outputs stay on local storage.
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+
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+ **Stack:** Python 3.12 + FastAPI + SSE / React 18 + TypeScript + Zustand / Tauri 2 / ComfyUI headless / PyTorch
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+ 2.7 + CUDA
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  <table align="center"><tr>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/7_CDVBV6B08IosFIkr5j
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+ q.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/7_CDVBV6B08IosFIkr5jq.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/fRhZcUYtK_TE8uIlXyPH
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+ -.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/fRhZcUYtK_TE8uIlXyPH-.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/B1J7kJuRPiPY12-Wja0j
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+ W.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/B1J7kJuRPiPY12-Wja0jW.png"
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  width="300" /></a></td>
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+ <td><a href="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/MXtHgy7hlq9YZVaQED_W
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+ A.png"><img
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  src="https://cdn-uploads.huggingface.co/production/uploads/695017bb0c3fc8b9c78497e9/MXtHgy7hlq9YZVaQED_WA.png"
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  width="300" /></a></td>
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  </tr></table>
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+ ---
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+
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+ ## Hardware Requirements
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+
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+ | | Minimum | Recommended |
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+ |---|---|---|
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+ | **GPU** | NVIDIA 12GB VRAM (RTX 3060) | NVIDIA 16GB VRAM (RTX 4080) |
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+ | **RAM** | 16GB | 32GB |
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+ | **Storage** | ~50GB (core models) | ~210GB (all models) |
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+ | **OS** | Windows 10/11 | Windows 11 |
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+
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+ ---
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+
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+ ## License
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+
155
+ MIT
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+
157
+ ---
158
+ license: mit
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+ tags:
160
+ - art
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+ - agent
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+ - image-generation
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+ - video-generation
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+ - text-to-image
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+ - text-to-video
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+ - style-transfer
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+ - image-editing
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+ - tts
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+ - local-inference
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+ ---