What Is a Diffusion LLM and Why Does It Matter?

What is diffusion large language model LLM, and why it matters. In the context of Inception Labs releasing Mercury Coder. Maybe an alternative to the leading auto-regression LLMs (chatGPT, Claude, Gemini).