Unlike generic automation tools, ATOM combines visual workflow building with specialty agents (Sales, Marketing, Engineering) that have "Universal Memory." They can remember your context, search across your integrations (500+ apps), and even execute tasks like a real assistant. Key Features: - Hybrid Engine: Python orchestration + Node.js Piece Engine (ActivePieces catalog). - Multi-Agent Coordination: Specialized teams that progress from 'Student' to 'Autonomous' based on confidence. - Universal Memory: Indexed context across Slack, Notion, Jira, and more. - Voice Interface: Speak naturally to build and trigger workflows. I’d love to hear your feedback on the architecture, the "Swarm Discovery" mechanism for tools, and how you think we can improve the safety of sandboxed 'Computer Use' agents. Installation is easiest via Docker: `docker-compose up -d`