I think that LLM Agents will communicate with each other using internal embeddings - the natural language LLM thinking on. The final output may be a platform-specific assembly or binary output. When specifically asked, the LLM Agent may present the architecture and structure in human-redable language or on diagrams. I do not see the real reason for LLMs to support so many programming languages created by humans and for humans.