Creating Custom Agents

Learn how to create your own custom AI agents using the MoleWhisperer framework. Build specialized agents tailored to your specific needs.

Basic Structure

import { BaseAgent } from '@molewhisperer/agents';

class CustomAgent extends BaseAgent {
  constructor(config) {
    super(config);
    this.capabilities = ['text', 'data'];
    this.initialize();
  }

  async process(input) {
    // Your custom processing logic
    return result;
  }

  async train(dataset) {
    // Custom training implementation
    return trainingMetrics;
  }
}

Advanced Features

  • Custom Neural Networks

    class CustomNetwork extends BaseNetwork {
      constructor(layers) {
        super();
        this.layers = this.buildLayers(layers);
      }
    
      forward(input) {
        return this.layers.reduce((data, layer) => 
          layer.process(data), input
        );
      }
    }

Best Practices

  • Always extend the BaseAgent class for consistency
  • Implement proper error handling
  • Add comprehensive logging
  • Include performance metrics
  • Document your agent's capabilities