AI audio generation has matured fast, spanning music creation, voice synthesis, dubbing, and real-time sound design. This guide breaks down what these tools actually do, where they differ, and how to choose confidently based on your use case.

Building and shipping large language models has moved from research labs to everyday product teams. This guide explains how LLM deployment and training tools turn raw data into domain-ready models, then keep them fast, safe, and cost-effective in production.