Kaarigar
KALPis a multi-agent synthetic dataset generator that solves the domain gap the failure of AI models trained on clean, pretty synthetic images when deployed on real, dirty factory cameras.
Core trick
Five parallel agents apply noise, blur, darkness, and occlusion to seed images, auto-writing YOLO labels from generation prompts.
Description
KALPis a multi-agent synthetic dataset generator that solves the domain gap the failure of AI models trained on clean, pretty synthetic images when deployed on real, dirty factory cameras.
You upload 5 seed images, KALP transcribes them into rich language for Nano Banana 2 Lite, then five parallel agents generate intentionally degraded variations noisy, blurry, dark, occluded in controlled ratios, all auto-labeled in YOLO format with zero human input.
The result: a fully annotated, deployment-ready dataset in 90 seconds, validated with a 4.8% mAP improvement on YOLOv8 over real data alone.
README excerpt
# KALP: Zero-Domain Gap Synthetic Dataset Generator <div align="center"> <img src="https://img.shields.io/badge/Python-3.11+-blue.svg?style=for-the-badge&logo=python&logoColor=white" alt="Python" /> <img src="https://img.shields.io/badge/React-18-blue.svg?style=for-the-badge&logo=react&logoColor=white" alt="React" /> <img src="https://img.shields.io/badge/FastAPI-0.100+-green.svg?style=for-the-badge&logo=fastapi&logoColor=white" alt="FastAPI" /> <img src="https://img.shields.io/badge/GenAI-Nano%20Banana%202-orange.svg?style=for-the-badge&logo=google&logoColor=white" alt="GenAI" /> <img src="https://img.shields.io/badge/License-MIT-purple.svg?style=for-the-badge" alt="License" /> </div> <br/> **Kalp** is an enterprise-grade, multi-agent synthetic data generation platform designed explicitly for industrial computer vision applications. Built on top of Google's state-of-the-art **Nano Banana 2** models, Kalp solves one of the most persistent challenges in modern AI deployment: the **"Domain Gap."** --- ## 📖 Table of Contents - [Executive Summary](#-executive-summary) - [The Problem: The Domain Gap](#-the-problem-the-domain-gap) - [The Kalp Solution](#-the-kalp-solution) - [Core Architecture](#-core-architecture) - [Empirical Validation (Proof of Concept)](#-empirical-validation-proof-of-concept) - [Technical Stack](#-technical-stack) - [Installation & Setup](#-installation--setup) - [Usage Guide](#-usage-guide) - [License](#-license) --- ## 🚀 Executive Summary W