Multi-Agent Systems is designed to simplify the creation, configuration, and execution of distributed agent-based architectures. Developers can define agent behaviors, communication ontologies, and service descriptions within Java classes. The framework handles container setup, message transport, and life-cycle management for agents. Built on standard FIPA protocols, it supports peer-to-peer negotiation, collaborative planning, and modular extension. Users can run, monitor, and debug multi-agent scenarios on a single machine or across networked hosts, making it ideal for research, education, and small-scale deployments.

FL0 is a backend-focused engineering platform that leverages AI to auto-build, deploy, and scale your code in minutes. It allows developers to connect their repositories or choose from templates and handles the automation of generating containers, setting environment variables, and deploying applications. This platform reduces the complexity of managing backend infrastructure, thus speeding up the development process and enhancing productivity.