AI & Machine Learning

This layer lets web apps add natural language generation, semantic search embeddings, multimodal audio processing, and autonomous task agents. First decide whether to call hosted models through a managed REST API like the OpenAI API, or to deploy and fine-tune open-weights models on your own GPU hardware. Hosted APIs give you access to current models without machine learning infrastructure work. A common beginner mistake is calling inference endpoints from client-side browser JavaScript. That exposes your secret keys to every user and, without streaming response handling, freezes the interface.