Have you had experience with AI agents? What are your impressions of working with neural networks?

Yes, I have experience working with AI agents and neural networks. Overall impressions are positive, but with some nuances:

• Integration into the frontend requires careful attention to performance and UX, especially if the model runs on the client side or via API.

• Data processing — neural networks often require preprocessing and normalization of data, which adds complexity.

• Explainability — neural networks are often perceived as a "black box," making debugging and explaining decisions to users more difficult.

• Model updates — it is necessary to plan how to update models without interrupting the application's operation.

• Tools and libraries — modern frameworks (TensorFlow.js, ONNX.js) enable running models directly in the browser, opening new possibilities.

Example of using TensorFlow.js for image classification:

import * as tf from '@tensorflow/tfjs';

async function classifyImage(imageElement) {
  const model = await tf.loadLayersModel('model.json');
  const tensor = tf.browser.fromPixels(imageElement).resizeNearestNeighbor([224, 224]).toFloat().expandDims();
  const predictions = model.predict(tensor);
  predictions.print();
}

Working with neural networks requires continuous learning and experimentation, but it opens up great opportunities for creating intelligent interfaces.