Agents are still LLMs. LLMs also have prompts. There's no difference!

LLMs don't have prompts, you can use prompts to query LLMs.

Agents are a mix of models, prompts, RAG and an event loop.

Agents HAVE Models. There is a big difference if you give a model access to tools and perhaps some form of memory.