FIBO Edit: High Quality AI Image Editing with Maximum Controllability via Bria's Structured JSON Approach

Your AI, Your Rules. Visual Generation Built for Production.

There's a new addition to the FIBO family, and it's here to solve one of AI image generation's most persistent headaches: unpredictability.

The Prompt Roulette Problem

If you've worked with AI image editors, you know the drill. You write a prompt. It looks great. You tweak one word—just one—and suddenly the entire scene rewrites itself. Your brand colors shift. The composition changes. The style drifts. What was reproducible becomes a roll of the dice.

Text-to-image can be stunning, but it’s often unpredictable: a tiny prompt change can rewrite the whole scene. 

Enter FIBO Edit: Deterministic Editing at Scale

FIBO Edit is an open-source, 8B-parameter editing model designed for precision, not guesswork. Part of the FIBO family, it's trained on 1,000-word structured JSON descriptions that encode 100+ visual attributes into disentangled representations. The result? Pixel-level control. Fully reproducible edits. Zero prompt roulette.

Instead of crossing your fingers with natural language, FIBO Edit uses VGL (Visual Generation Language)—structured JSON inputs that let you specify exactly what changes, where it changes, and how it changes. Combined with native masking support, you edit what you intend and nothing else.

Why Developers Are Choosing FIBO Edit

• Predictability by Design: Structured JSON (VGL) gives you pixel-level predictability and reproducibility. Edit once, deploy everywhere.
  
  
• Native Masking: Target specific regions with precision. No accidental overwrites, no guesswork—just clean, intentional edits.
  
  
• Built for Fine-Tuning: At 8B parameters, FIBO Edit is lightweight enough to fine-tune for proprietary use cases, enabling teams to ship bespoke editing models tailored to their exact specs.
  
  
• Arena-Ranked Quality: FIBO Edit ranks among the top editing models for aesthetic quality, delivering production-grade results that scale.
  
  

Why FIBO Edit Exists

Most visual AI models are black boxes. They're too large to fine-tune, too unpredictable to trust in production, and too closed-off for developers to adapt. Prompts yield random results. Edits lack precision. Customization is out of reach.

FIBO Edit changes that. At 8B parameters, it's efficient enough to fine-tune. With native masking and VGL, it's precise enough for production. And because it's open-source, it's yours to adapt, optimize, and deploy however your project demands.

The result? Developers and researchers finally have the power to build bespoke image editing tools tailored to their exact specifications—tools that were previously impossible with locked, oversized models.

Create Without Limits

Build with FIBO Edit on the Bria Platform, or access it through our distribution partners including Hugging Face, GitHub, Fal, and Replicate.

Access via the Bria Platform

Download on Hugging Face 🤗

Test out Fibo Edit on .Fal

Don't just generate visually appealing images. Take control of every aspect of them.
Build with FIBO Edit.

For any inquiries or further information, please contact us.

For any inquiries or further information, please contact us.

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