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examples/grid1/benefits/use_cases.md

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+---
+title: Use Cases
+sidebar_position: 3
+---
+
+### Personal AI Development
+
+The AIBox provides an ideal environment for individual developers working on AI projects:
+- Model training and fine-tuning
+- Experimental AI architectures
+- Unrestricted testing and development
+- Complete control over computing resources
+
+The system allows developers to run extended training sessions without watching cloud billing meters or dealing with usage restrictions.
+
+### Shared Resources
+
+For teams and organizations, AIBox offers efficient resource sharing capabilities:
+- Multi-user environment
+- Resource pooling
+- Cost sharing
+- Distributed computing
+
+This makes it particularly valuable for small teams and startups looking to maintain control over their AI infrastructure while managing costs.
+
+### Commercial Applications
+
+The system supports various commercial deployments:
+- AI-as-a-Service
+- Model hosting
+- Inference endpoints
+- Dataset processing