Machine Learning Model Training

UFO

UFO³: Weaving the Digital Agent Galaxy

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| Aspect | UFO² | UFO³ Galaxy | |--------|------|-------------| | Architecture | Single Windows Agent | Multi-Device Orchestration | | Task Model | Sequential ReAct Loop | DAG-based Constellation Workflows | | Scope | Single device, multi-app | Multi-device, cross-platform | | Coordination | HostAgent + AppAgents | ConstellationAgent + TaskOrchestrator | | Device Support | Windows Desktop | Windows, Linux, Android (more coming) | | Task Planning | Application-level | Device-level with dependencies | | Execution | Sequential | Parallel DAG execution | | Device Agent Role | Standalone | Can serve as Galaxy device agent | | Complexity | Simple to Moderate | Simple to Very Complex | | Learning Curve | Low | Moderate | | Cross-Device Collaboration | ❌ Not Supported | ✅ Core Feature | | Setup Difficulty | ✅ Easy | ⚠️ Moderate | | Status | ✅ LTS (Long-Term Support) | ⚡ Active Development

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