This repository provides a complete suite of multi-agent reinforcement learning algorithms—including MADDPG, DDPG, PPO, and more—integrated with standard benchmarks like the Multi-Agent Particle Environment and OpenAI Gym. It features customizable environment wrappers, configurable training scripts, real-time logging, and performance evaluation metrics. Users can easily extend algorithms, adapt to custom tasks, and compare policies across cooperative and adversarial settings with minimal setup.

Evogage is an AI-powered text optimization platform designed to enhance website content. Utilizing advanced reinforcement learning algorithms, it continually learns and adapts to optimize text for better engagement metrics and conversion rates. The platform is user-friendly, enabling businesses to effortlessly improve their online presence and achieve their growth goals.

FlowRL AI is a powerful platform that provides real-time UI personalization using reinforcement learning. By tailoring the user interface to meet individual user needs and preferences, FlowRL drives significant improvements in key business metrics. The platform is designed to dynamically adjust UI elements based on live data, enabling businesses to deliver highly personalized user experiences that increase engagement and conversion rates.