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##
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|---
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| **Imagine** | Image
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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 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/qKWonqa8ZQvl3CTdD0Pj
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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/jcy5-_cKf0oa_Utf3ZXb
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## Key Features
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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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**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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## Hardware Requirements
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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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## License
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MIT
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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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- 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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---
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