# Worker Node (InferNode)

### **AI Model Hosting and Execution**

* Deploy and serve AI models for inference requests.
* Optimize model execution using quantization and performance tuning.
* Process API-based model queries and enable real-time AI interactions.

### **AI Agent Deployment and Hosting**

* Maintain persistent execution of AI agents in Inferium Studios.
* Enable AI agents to connect with external APIs and applications.
* Manage tokenized AI agents for on-chain and off-chain operations.

### **AI Model Benchmarking and Evaluation**

* Execute benchmarking tasks to evaluate AI models against industry standards.
* Process adaptive metrics to assess model accuracy, latency, and efficiency.
* Manage and update leaderboards in the Inferium Model Lab.

### **Distributed AI Computation**

* Perform lightweight fine-tuning of AI models based on user customization.
* Process large-scale AI workloads using decentralized GPU power.
* Support inference parallelization for optimizing model execution.

### **Data Processing and Storage**

* Prepare and preprocess datasets for AI model training.
* Store and manage datasets across Inferium’s distributed storage system.
* Generate synthetic datasets for enhanced model performance.