Current multi-agent communication relies on high-redundancy natural language token transmission, leading to exponential costs. I’ve drafted TokenZip (TZP), an open standard to establish a shared semantic memory space. By using a unified 384d Interlingua vector space and Edge Caching, TZP allows agents to exchange a short pointer (TrexID) instead of re-sending full context windows. It effectively functions as a semantic CDN for LLMs.

Interesting approach! Agent cost optimization is the other big piece of this puzzle. Inference pricing varies up to 97% for the same model across vendors. We track it live at a7om.com if useful for your stack