🎨 FrameForge

AI-Powered Visual Narrative Creator
Transform your stories into stunning comics, manga, and storyboards with consistent character generation

Problem • Solution • Features • How It Works • Get Started • Demo

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🎯 FIBO Hackathon Submission

Categories:Best JSON-Native or Agentic Workflow • Best New User Experience

FrameForge demonstrates FIBO's revolutionary JSON-native control through a multi-agent AI system that generates visually consistent comics and storyboards. By leveraging FIBO's structured prompts, we solve the fundamental challenge of AI image generation: character and scene consistency across multiple panels.

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🔴 The Problem

Creating visual narratives (comics, manga, storyboards) with AI is frustrating:

• ❌ Inconsistent characters - Every panel generates a different-looking person
• ❌ Lost visual identity - Art styles drift between generations
• ❌ Manual prompt engineering - Hours spent tweaking prompts for each panel
• ❌ No production workflow - Can't scale or automate the creative process

"I generated 50 images and my main character looks like 50 different people."
— Every AI artist ever

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✅ The Solution

FrameForge uses FIBO's JSON-native structured prompts to maintain visual consistency:

┌─────────────────────────────────────────────────────────────────┐
│ 🧠 Multi-Agent System │
├─────────────────────────────────────────────────────────────────┤
│ │
│ 📖 Story Input │
│ ↓ │
│ 🎬 Comic Planner Agent │
│ ↓ (page descriptions) │
│ 📋 Page Planner Agent │
│ ↓ (panel plans + character/location IDs) │
│ 🎨 Image Generator Agent ←── Original FIBO Structured Prompts │
│ ↓ (character visual DNA) │
│ 🖼️ Consistent Panels │
│ │
└─────────────────────────────────────────────────────────────────┘

The Magic: Structured Prompt Merging

When you create a character in FrameForge, we store their complete FIBO structured prompt - their visual DNA:

{
"objects": [{
"description": "Lucia, a 16-year-old Peruvian girl",
"shape_and_color": "light tan skin, black hair, dark brown eyes",
"clothing": "red chullo beanie with llama patterns, cream sweater",
"texture": "smooth skin, soft knitted fabric"
}],
"artistic_style": "anime-inspired, clean linework",
"lighting": { "conditions": "soft diffused", "shadows": "minimal" }
}

For each panel, the Image Generator Agent:

1. Retrieves original character/location structured prompts by ID
2. Merges them while preserving visual details (colors, textures, clothing)
3. Adapts only dynamic elements (pose, expression, position in frame)
4. Generates a consistent image via FIBO

Result: Your characters look the same across 100 panels! 🎯

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⚡ Key Features

🤖 Intelligent Agent Pipeline

Agent	Role	Output
Comic Planner	Structures story into pages	Page descriptions, panel counts, mood
Page Planner	Designs panel compositions	Scene descriptions, character actions, camera angles
Image Generator	Creates consistent visuals	FIBO structured prompts → Images

🎨 Visual Consistency Engine

• Character DNA Storage: Full FIBO structured prompts saved per character
• Location Memory: Environments maintain consistent atmosphere and details
• Style Locking: Art style, medium, and lighting persist across all panels
• Seed Tracking: Original seeds stored for reproducibility

🖼️ Professional Comic Editor

• Grid-based panel layout with drag-to-resize
• Multi-page support with thumbnail navigation
• Layer system for images, text, and speech bubbles
• Export to PNG/PDF at multiple DPI settings

📊 Production-Ready Logging

Detailed agent logs show exactly what prompts are sent to FIBO:

════════════════════════════════════════════════════════════
═ 🤖 AGENT: IMAGE GENERATOR ═
════════════════════════════════════════════════════════════
>>> START OF FULL PROMPT <<<
## CHARACTER: Lucía (ID: abd26626-...)
### 🎯 ORIGINAL FIBO STRUCTURED PROMPT:
{
"objects": [{ "shape_and_color": "light tan skin, black hair..." }],
"artistic_style": "anime-inspired..."
}
## SCENE: Walking through the Christmas plaza
## CAMERA: wide establishing shot
>>> MERGED OUTPUT TO FIBO <<<
{ ... consistent structured prompt ... }

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🔧 How It Works

1. Project Setup

Define your visual world:

• Characters: Name, description, reference image → FIBO generates and stores their structured prompt
• Locations: Setting descriptions → Consistent background generation
• Art Style: Manga, comic, graphic novel, etc.

2. Story Generation

Describe your story, and our agents plan everything:

"A Peruvian family celebrates Christmas in Lima"
↓
Comic Planner: 3 pages, festive mood
↓
Page Planner: Panel 1 - Wide shot of plaza, Lucía and Diego walking...
↓
Image Generator: Merge character prompts + scene = Consistent image

3. Edit & Export

• Resize panels with intuitive controls
• Add speech bubbles and text
• Export publication-ready files

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🚀 Getting Started

Prerequisites

• Node.js 18+
• Azure OpenAI API access (or OpenAI API)
• Bria FIBO API key

Installation

# Clone the repository
git clone https://github.com/Abel1011/FrameForge.git
cd FrameForge
# Install dependencies
npm install
# Configure environment variables
cp .env.example .env.local

Environment Variables

# Azure OpenAI (or use standard OpenAI)AZURE_OPENAI_API_KEY=your_keyAZURE_OPENAI_ENDPOINT=https://your-resource.openai.azure.comAZURE_OPENAI_API_VERSION=2025-04-01-preview# Bria FIBOFIBO_API_KEY=your_fibo_api_key

Run

npm run dev

Open http://localhost:3000 🎉

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🎬 Demo

Creating a Comic in 3 Steps

Step 1: Define Your Characters

Upload a reference or let FIBO generate one. The structured prompt is saved for consistency.

Step 2: Describe Your Story

"Lucía and Diego explore a Christmas market in Lima, meeting their grandmother"

Step 3: Generate & Edit

AI agents create panels with consistent characters. Tweak layouts and add dialogue.

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🏗️ Architecture

frameforge/
├── app/
│ ├── api/
│ │ ├── generate-page/ # Main generation endpoint
│ │ ├── generate-settings/ # Character/location creation
│ │ └── generate-image/ # Single image generation
│ ├── lib/
│ │ ├── agents/
│ │ │ ├── orchestrator.js # Agent coordination
│ │ │ ├── comicPlannerAgent.js # Story → Pages
│ │ │ ├── pagePlannerAgent.js # Page → Panels
│ │ │ ├── imageGeneratorAgent.js # Panel → FIBO Image
│ │ │ └── logger.js # Detailed prompt logging
│ │ ├── fibo.js # FIBO API integration
│ │ └── storage.js # Project persistence
│ ├── components/
│ │ ├── GridEditor.js # Panel layout editor
│ │ ├── ProjectSetupWizard.js # Character/location setup
│ │ └── ...
│ └── project/[id]/page.js # Main editor view

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🎯 Why FIBO?

FrameForge specifically leverages FIBO's unique capabilities:

FIBO Feature	FrameForge Usage
JSON-native prompts	Store and merge character visual DNA
Deterministic control	Same lighting, style, composition across panels
Structured objects	Individual character details preserved in objects[]
Professional parameters	Camera angles, FOV match panel shot types
VLM Bridge	Natural descriptions → Structured prompts via LLM
Licensed content	Safe for commercial comic production

FIBO Structured Prompt Flow

Character Creation:
┌──────────────────┐ ┌─────────────────┐ ┌──────────────────────┐
│ "A 16-year-old │───►│ FIBO VLM Bridge │───►│ Structured Prompt │
│ Peruvian girl │ │ │ │ {objects, lighting, │
│ with black hair"│ │ │ │ aesthetics, ...} │
└──────────────────┘ └─────────────────┘ └──────────┬───────────┘
│
STORED IN DB
│
Panel Generation: ▼
┌──────────────────┐ ┌─────────────────┐ ┌──────────────────────┐
│ Scene: "Walking │───►│ Merge original │───►│ Consistent image │
│ in plaza" │ │ + scene context │ │ with same character! │
└──────────────────┘ └─────────────────┘ └──────────────────────┘

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🙏 Acknowledgments

• Bria AI - For FIBO and the incredible structured prompt system
• OpenAI Agents SDK - Multi-agent orchestration
• Next.js - React framework
• Tailwind CSS - Styling

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📄 License

MIT License - See LICENSE for details

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🎨 FrameForge: Where AI meets visual storytelling
Powered by Bria FIBO • Built for creators