Multi-Agent System

Our nano-banana powered AI agents work in harmony to deliver cosmic-level art generation

Data Acquisition Agent

Collects and curates high-quality cosmic art datasets from multiple sources

Scraping Cleaning APIs

EDA Agent

Performs exploratory data analysis and visualizes cosmic art patterns

Statistics Visualization Patterns

Model Pipeline Agent

Implements and optimizes the cosmic art generation model pipeline

Training Fine-tuning Optimization

Evaluation Agent

Conducts comparative analysis and evaluates model performance

Metrics Benchmarking Analysis

API Agent

Manages the interface between our cosmic models and frontend

FastAPI Endpoints Integration

Orchestrator Agent

Coordinates all agents and manages the cosmic workflow

Coordination Workflow Management

Cosmic Pipeline Flow

Data Acquisition

Collecting cosmic art datasets from multiple sources

EDA & Analysis

Exploring patterns in cosmic visual styles

Model Training

Building the cosmic generation pipeline

Evaluation

Comparing model performance metrics

Deployment

Serving cosmic art to users

Comparative Evaluation

Model FID Score ↓ CLIP Score ↑ Generation Time User Rating
CosmicV1 18.7 0.82 2.1s 4.2/5
CosmicV2 (Current) 15.2 0.87 1.8s 4.5/5
Nano-Banana Pro 12.9 0.91 1.5s 4.8/5

Performance Metrics

User Feedback