ML-First DevelopmentBuilt specifically for ML development with support for Python environments, GPU access, and ML frameworks
Container ManagementBuilt-in support for Docker containers, networks, volumes, and images with efficient resource management
Python Environment ManagementPowered by pixi.sh for fast, reliable Python environment creation and dependency resolution using uv/libuv
Real-time UpdatesWebSocket-based real-time communication between agents and server for instant updates
Multi-mode OperationFlexible deployment options with agent, server, and standalone modes to suit your needs