AMMO v0.1
Mission: Build the future of AI-Human connection.
Last updated
Mission: Build the future of AI-Human connection.
Last updated
A for Alignment
AMMO (Architectures for Massively Multiagent Online) is an ambitious initiative designed to empower the next generation of Multi-Agent Systems (MAS) for real-world exploration.
At its core, AMMO aims to bridge the gap between human needs and AI-driven solutions, enabling individuals to discover hyper-personalised opportunities, connections, and resources through collaborative interactions with their AI companions, or "User Buddies."
By creating extensive MARL (Multi-Agent Reinforcement Learning) arenas that integrate alignment mechanisms rooted in collective human values, AMMO envisions a world where humans and AI coexist, co-learn, co-create, and co-evolve, all while being guided by humanity's shared values.
AMMO is conceptually built upon the foundations of Multi-Agent Systems (MAS) and Distributed "GYMs" for Reinforcement Learning with Human Feedback. It provides a unified framework where AI agents dynamically adapt to human preferences while encouraging exploration. These agents act as autonomous scouts, continuously mapping the latent spaces of human needs and opportunities.
As a "gym" for reinforcement learning, AMMO trains agents to optimise both individual satisfaction and collective flourishing. This ensures that every interaction leads users closer to their ideal matches—be it ideas, commodities, or solutions.
The name AMMO draws inspiration from OpenAI’s Neural MMO, a pioneering environment for massively multi-agent learning, as well as the advancements in Neural MMO 2.0 (NeurIPS 2023). Over the past few years, the team has been thinking over the possibilities to transition MAS from academia or game environments to large-scale societal adoption by implementing the Scaling Laws of Agents. AMMO represents a tangible and exciting approach to making this a reality.
AMMO envisions a future where AI serves as both participant and companion, guiding humanity through a real world of infinite possibilities. This vision is not confined to digital realms—it strives to dissolve both physical and intellectual barriers, creating a transcendent ecosystem where creativity, knowledge, and value flow freely.
AMMO is more than just infrastructure; it is a movement. We invite you to reimagine a world where AI and humanity thrive together, guided by values of fairness, exploration, and mutual respect. This whitepaper details how we can turn this vision into reality—one environment, one agentic community, one interaction, and one discovery at a time.
